Pandas Profiling Report

Dataset statistics

Number of variables	345
Number of observations	50000
Missing cells	1344546
Missing cells (%)	7.8%
Total size in memory	131.6 MiB
Average record size in memory	2.7 KiB

Variable types

Numeric	342
Categorical	3

Alerts

`Agri_1m` has constant value "0"	Constant
`Cash_1m` has constant value "0"	Constant
`Agri_amt_1m` has constant value "0"	Constant
`Cash_amt_1m` has constant value "0"	Constant
`Agri_3m` has constant value "0"	Constant
`Cash_3m` has constant value "0"	Constant
`Agri_amt_3m` has constant value "0"	Constant
`Cash_amt_3m` has constant value "0"	Constant
`Agri_6m` has constant value "0"	Constant
`Cash_6m` has constant value "0"	Constant
`Agri_amt_6m` has constant value "0"	Constant
`Cash_amt_6m` has constant value "0"	Constant
`Agri_12m` has constant value "0"	Constant
`Cash_12m` has constant value "0"	Constant
`Agri_amt_12m` has constant value "0"	Constant
`Cash_amt_12m` has constant value "0"	Constant
`has_taken_emi_before` has constant value "1.0"	Constant
`married_flag` has constant value "0"	Constant
`merchant_country` has a high cardinality: 66 distinct values	High cardinality
`merchant_country` is highly imbalanced (95.1%)	Imbalance
`revolve_1m` has 3421 (6.8%) missing values	Missing
`revolve_3m` has 3421 (6.8%) missing values	Missing
`revolve_6m` has 3421 (6.8%) missing values	Missing
`util_1m` has 3430 (6.9%) missing values	Missing
`util_3m` has 3421 (6.8%) missing values	Missing
`util_6m` has 3421 (6.8%) missing values	Missing
`payment_ratio_1m` has 8889 (17.8%) missing values	Missing
`payment_ratio_3m` has 6990 (14.0%) missing values	Missing
`payment_ratio_6m` has 6536 (13.1%) missing values	Missing
`paymad_1m` has 11185 (22.4%) missing values	Missing
`paymad_3m` has 7859 (15.7%) missing values	Missing
`paymad_6m` has 7026 (14.1%) missing values	Missing
`has_taken_emi_before` has 39958 (79.9%) missing values	Missing
`count_of_emi_before` has 39958 (79.9%) missing values	Missing
`Bureau_AL_amt_ever` has 38351 (76.7%) missing values	Missing
`Bureau_BL_amt_ever` has 45820 (91.6%) missing values	Missing
`Bureau_CCOD_amt_ever` has 16336 (32.7%) missing values	Missing
`Bureau_CV_amt_ever` has 49226 (98.5%) missing values	Missing
`Bureau_CD_amt_ever` has 30347 (60.7%) missing values	Missing
`Bureau_EL_amt_ever` has 47414 (94.8%) missing values	Missing
`Bureau_GL_amt_ever` has 45582 (91.2%) missing values	Missing
`Bureau_HL_amt_ever` has 36745 (73.5%) missing values	Missing
`Bureau_PL_amt_ever` has 32769 (65.5%) missing values	Missing
`Bureau_LAP_amt_ever` has 46674 (93.3%) missing values	Missing
`Bureau_TW_amt_ever` has 42804 (85.6%) missing values	Missing
`Bureau_UC_amt_ever` has 48507 (97.0%) missing values	Missing
`Bureau_unsec_amt_ever` has 27999 (56.0%) missing values	Missing
`Bureau_sec_amt_ever` has 34778 (69.6%) missing values	Missing
`Bureau_all_amt_ever` has 11400 (22.8%) missing values	Missing
`Bureau_AL_amt_live` has 44638 (89.3%) missing values	Missing
`Bureau_BL_amt_live` has 47622 (95.2%) missing values	Missing
`Bureau_CCOD_amt_live` has 17781 (35.6%) missing values	Missing
`Bureau_CV_amt_live` has 49629 (99.3%) missing values	Missing
`Bureau_CD_amt_live` has 39553 (79.1%) missing values	Missing
`Bureau_EL_amt_live` has 49215 (98.4%) missing values	Missing
`Bureau_GL_amt_live` has 48446 (96.9%) missing values	Missing
`Bureau_HL_amt_live` has 41205 (82.4%) missing values	Missing
`Bureau_PL_amt_live` has 38188 (76.4%) missing values	Missing
`Bureau_LAP_amt_live` has 47695 (95.4%) missing values	Missing
`Bureau_TW_amt_live` has 47935 (95.9%) missing values	Missing
`Bureau_UC_amt_live` has 49252 (98.5%) missing values	Missing
`Bureau_unsec_amt_live` has 35278 (70.6%) missing values	Missing
`Bureau_sec_amt_live` has 39799 (79.6%) missing values	Missing
`Bureau_all_amt_live` has 13450 (26.9%) missing values	Missing
`avg_sa_balance_1m` has 3108 (6.2%) missing values	Missing
`avg_sa_balance_3m` has 3108 (6.2%) missing values	Missing
`avg_sa_balance_6m` has 3108 (6.2%) missing values	Missing
`avg_sa_balance_12m` has 3108 (6.2%) missing values	Missing
`pctchg_curr_sa_bal_avg_sa_bal_1m` has 5667 (11.3%) missing values	Missing
`pctchg_curr_sa_bal_avg_sa_bal_3m` has 5808 (11.6%) missing values	Missing
`pctchg_curr_sa_bal_avg_sa_bal_6m` has 7201 (14.4%) missing values	Missing
`Contract_1m` is highly skewed (γ1 = 37.91046285)	Skewed
`Airline_1m` is highly skewed (γ1 = 21.70080878)	Skewed
`Insurance_1m` is highly skewed (γ1 = 35.09705685)	Skewed
`Railways_1m` is highly skewed (γ1 = 24.6112462)	Skewed
`Airports_1m` is highly skewed (γ1 = 67.35704306)	Skewed
`Retail_1m` is highly skewed (γ1 = 42.86004666)	Skewed
`Auto_1m` is highly skewed (γ1 = 30.78082838)	Skewed
`MusicStores_1m` is highly skewed (γ1 = 55.36205687)	Skewed
`Books_1m` is highly skewed (γ1 = 24.29408508)	Skewed
`DirectM_1m` is highly skewed (γ1 = 20.70773763)	Skewed
`QuasiCash_1m` is highly skewed (γ1 = 70.69349454)	Skewed
`FS_1m` is highly skewed (γ1 = 41.48785106)	Skewed
`ProfServ_1m` is highly skewed (γ1 = 27.49568756)	Skewed
`Education_1m` is highly skewed (γ1 = 29.11196446)	Skewed
`GovtServices_1m` is highly skewed (γ1 = 35.99012688)	Skewed
`Contract_amt_1m` is highly skewed (γ1 = 64.54806412)	Skewed
`Airline_amt_1m` is highly skewed (γ1 = 23.81293327)	Skewed
`Insurance_amt_1m` is highly skewed (γ1 = 24.36113882)	Skewed
`Hotels_amt_1m` is highly skewed (γ1 = 37.30334908)	Skewed
`Airports_amt_1m` is highly skewed (γ1 = 50.09701966)	Skewed
`Medical_amt_1m` is highly skewed (γ1 = 23.06243138)	Skewed
`DeptStores_amt_1m` is highly skewed (γ1 = 24.24559308)	Skewed
`Food_amt_1m` is highly skewed (γ1 = 35.66319458)	Skewed
`Auto_amt_1m` is highly skewed (γ1 = 28.59649908)	Skewed
`MiscServices_amt_1m` is highly skewed (γ1 = 23.69752565)	Skewed
`HomeF_amt_1m` is highly skewed (γ1 = 44.04943211)	Skewed
`MusicStores_amt_1m` is highly skewed (γ1 = 68.34431396)	Skewed
`DigitalGoods_amt_1m` is highly skewed (γ1 = 32.85823397)	Skewed
`Alcohol_amt_1m` is highly skewed (γ1 = 35.180207)	Skewed
`Books_amt_1m` is highly skewed (γ1 = 40.21348698)	Skewed
`Jewelry_amt_1m` is highly skewed (γ1 = 22.24473852)	Skewed
`DirectM_amt_1m` is highly skewed (γ1 = 102.1207067)	Skewed
`QuasiCash_amt_1m` is highly skewed (γ1 = 149.0971175)	Skewed
`FS_amt_1m` is highly skewed (γ1 = 41.48785106)	Skewed
`WalletLoad_amt_1m` is highly skewed (γ1 = 29.75791273)	Skewed
`BusinessServ_amt_1m` is highly skewed (γ1 = 42.98173804)	Skewed
`ProfServ_amt_1m` is highly skewed (γ1 = 36.72967912)	Skewed
`GovtServices_amt_1m` is highly skewed (γ1 = 37.02388523)	Skewed
`Contract_3m` is highly skewed (γ1 = 34.78914986)	Skewed
`Airline_3m` is highly skewed (γ1 = 29.50974303)	Skewed
`transport_3m` is highly skewed (γ1 = 21.19144641)	Skewed
`Insurance_3m` is highly skewed (γ1 = 51.17353581)	Skewed
`Airports_3m` is highly skewed (γ1 = 46.50959616)	Skewed
`Retail_3m` is highly skewed (γ1 = 52.81860742)	Skewed
`Auto_3m` is highly skewed (γ1 = 28.46302955)	Skewed
`MusicStores_3m` is highly skewed (γ1 = 87.28925641)	Skewed
`DigitalGoods_3m` is highly skewed (γ1 = 22.67581288)	Skewed
`Books_3m` is highly skewed (γ1 = 57.77552351)	Skewed
`DirectM_3m` is highly skewed (γ1 = 21.74502737)	Skewed
`QuasiCash_3m` is highly skewed (γ1 = 77.89338677)	Skewed
`FS_3m` is highly skewed (γ1 = 26.86414644)	Skewed
`ProfServ_3m` is highly skewed (γ1 = 20.80803992)	Skewed
`Education_3m` is highly skewed (γ1 = 22.97968228)	Skewed
`GovtServices_3m` is highly skewed (γ1 = 47.9914472)	Skewed
`Contract_amt_3m` is highly skewed (γ1 = 45.61014742)	Skewed
`Airline_amt_3m` is highly skewed (γ1 = 30.18308024)	Skewed
`transport_amt_3m` is highly skewed (γ1 = 20.68576257)	Skewed
`Insurance_amt_3m` is highly skewed (γ1 = 34.35284618)	Skewed
`Hotels_amt_3m` is highly skewed (γ1 = 42.77689715)	Skewed
`Airports_amt_3m` is highly skewed (γ1 = 52.14727746)	Skewed
`Utility_amt_3m` is highly skewed (γ1 = 21.14555362)	Skewed
`Medical_amt_3m` is highly skewed (γ1 = 28.47865804)	Skewed
`Food_amt_3m` is highly skewed (γ1 = 49.93555124)	Skewed
`Auto_amt_3m` is highly skewed (γ1 = 25.52549873)	Skewed
`MiscServices_amt_3m` is highly skewed (γ1 = 30.16463497)	Skewed
`HomeF_amt_3m` is highly skewed (γ1 = 26.28062187)	Skewed
`MusicStores_amt_3m` is highly skewed (γ1 = 80.00078775)	Skewed
`Restaurants_amt_3m` is highly skewed (γ1 = 20.79086653)	Skewed
`DigitalGoods_amt_3m` is highly skewed (γ1 = 21.24664222)	Skewed
`Alcohol_amt_3m` is highly skewed (γ1 = 32.97707862)	Skewed
`Books_amt_3m` is highly skewed (γ1 = 52.38559939)	Skewed
`DirectM_amt_3m` is highly skewed (γ1 = 97.61371505)	Skewed
`QuasiCash_amt_3m` is highly skewed (γ1 = 148.9790539)	Skewed
`FS_amt_3m` is highly skewed (γ1 = 159.7054686)	Skewed
`WalletLoad_amt_3m` is highly skewed (γ1 = 38.26647813)	Skewed
`BusinessServ_amt_3m` is highly skewed (γ1 = 28.70445734)	Skewed
`ProfServ_amt_3m` is highly skewed (γ1 = 26.89576097)	Skewed
`GovtServices_amt_3m` is highly skewed (γ1 = 37.52586981)	Skewed
`Contract_6m` is highly skewed (γ1 = 34.78914986)	Skewed
`Airline_6m` is highly skewed (γ1 = 29.50974303)	Skewed
`transport_6m` is highly skewed (γ1 = 21.19144641)	Skewed
`Insurance_6m` is highly skewed (γ1 = 51.17353581)	Skewed
`Airports_6m` is highly skewed (γ1 = 46.50959616)	Skewed
`Retail_6m` is highly skewed (γ1 = 52.81860742)	Skewed
`Auto_6m` is highly skewed (γ1 = 28.46302955)	Skewed
`MusicStores_6m` is highly skewed (γ1 = 87.28925641)	Skewed
`DigitalGoods_6m` is highly skewed (γ1 = 22.67581288)	Skewed
`Books_6m` is highly skewed (γ1 = 57.77552351)	Skewed
`DirectM_6m` is highly skewed (γ1 = 21.74502737)	Skewed
`QuasiCash_6m` is highly skewed (γ1 = 77.89338677)	Skewed
`FS_6m` is highly skewed (γ1 = 26.86414644)	Skewed
`ProfServ_6m` is highly skewed (γ1 = 20.80803992)	Skewed
`Education_6m` is highly skewed (γ1 = 22.97968228)	Skewed
`GovtServices_6m` is highly skewed (γ1 = 47.9914472)	Skewed
`Contract_amt_6m` is highly skewed (γ1 = 45.61014742)	Skewed
`Airline_amt_6m` is highly skewed (γ1 = 30.18308024)	Skewed
`transport_amt_6m` is highly skewed (γ1 = 20.68576257)	Skewed
`Insurance_amt_6m` is highly skewed (γ1 = 34.35284618)	Skewed
`Hotels_amt_6m` is highly skewed (γ1 = 42.77689715)	Skewed
`Airports_amt_6m` is highly skewed (γ1 = 52.14727746)	Skewed
`Utility_amt_6m` is highly skewed (γ1 = 21.14555362)	Skewed
`Medical_amt_6m` is highly skewed (γ1 = 28.47865804)	Skewed
`Food_amt_6m` is highly skewed (γ1 = 49.93555124)	Skewed
`Auto_amt_6m` is highly skewed (γ1 = 25.52549873)	Skewed
`MiscServices_amt_6m` is highly skewed (γ1 = 30.16463497)	Skewed
`HomeF_amt_6m` is highly skewed (γ1 = 26.28062187)	Skewed
`MusicStores_amt_6m` is highly skewed (γ1 = 80.00078775)	Skewed
`Restaurants_amt_6m` is highly skewed (γ1 = 20.79086653)	Skewed
`DigitalGoods_amt_6m` is highly skewed (γ1 = 21.24664222)	Skewed
`Alcohol_amt_6m` is highly skewed (γ1 = 32.97707862)	Skewed
`Books_amt_6m` is highly skewed (γ1 = 52.38559939)	Skewed
`DirectM_amt_6m` is highly skewed (γ1 = 97.61371505)	Skewed
`QuasiCash_amt_6m` is highly skewed (γ1 = 148.9790539)	Skewed
`FS_amt_6m` is highly skewed (γ1 = 159.7054686)	Skewed
`WalletLoad_amt_6m` is highly skewed (γ1 = 38.26647813)	Skewed
`BusinessServ_amt_6m` is highly skewed (γ1 = 28.70445734)	Skewed
`ProfServ_amt_6m` is highly skewed (γ1 = 26.89576097)	Skewed
`GovtServices_amt_6m` is highly skewed (γ1 = 37.52586981)	Skewed
`Contract_12m` is highly skewed (γ1 = 34.78914986)	Skewed
`Airline_12m` is highly skewed (γ1 = 29.50974303)	Skewed
`transport_12m` is highly skewed (γ1 = 21.19144641)	Skewed
`Insurance_12m` is highly skewed (γ1 = 51.17353581)	Skewed
`Airports_12m` is highly skewed (γ1 = 46.50959616)	Skewed
`Retail_12m` is highly skewed (γ1 = 52.81860742)	Skewed
`Auto_12m` is highly skewed (γ1 = 28.46302955)	Skewed
`MusicStores_12m` is highly skewed (γ1 = 87.28925641)	Skewed
`DigitalGoods_12m` is highly skewed (γ1 = 22.67581288)	Skewed
`Books_12m` is highly skewed (γ1 = 57.77552351)	Skewed
`DirectM_12m` is highly skewed (γ1 = 21.74502737)	Skewed
`QuasiCash_12m` is highly skewed (γ1 = 77.89338677)	Skewed
`FS_12m` is highly skewed (γ1 = 26.86414644)	Skewed
`ProfServ_12m` is highly skewed (γ1 = 20.80803992)	Skewed
`Education_12m` is highly skewed (γ1 = 22.97968228)	Skewed
`GovtServices_12m` is highly skewed (γ1 = 47.9914472)	Skewed
`Contract_amt_12m` is highly skewed (γ1 = 45.61014742)	Skewed
`Airline_amt_12m` is highly skewed (γ1 = 30.18308024)	Skewed
`transport_amt_12m` is highly skewed (γ1 = 20.68576257)	Skewed
`Insurance_amt_12m` is highly skewed (γ1 = 34.35284618)	Skewed
`Hotels_amt_12m` is highly skewed (γ1 = 42.77689715)	Skewed
`Airports_amt_12m` is highly skewed (γ1 = 52.14727746)	Skewed
`Utility_amt_12m` is highly skewed (γ1 = 21.14555362)	Skewed
`Medical_amt_12m` is highly skewed (γ1 = 28.47865804)	Skewed
`Food_amt_12m` is highly skewed (γ1 = 49.93555124)	Skewed
`Auto_amt_12m` is highly skewed (γ1 = 25.52549873)	Skewed
`MiscServices_amt_12m` is highly skewed (γ1 = 30.16463497)	Skewed
`HomeF_amt_12m` is highly skewed (γ1 = 26.28062187)	Skewed
`MusicStores_amt_12m` is highly skewed (γ1 = 80.00078775)	Skewed
`Restaurants_amt_12m` is highly skewed (γ1 = 20.79086653)	Skewed
`DigitalGoods_amt_12m` is highly skewed (γ1 = 21.24664222)	Skewed
`Alcohol_amt_12m` is highly skewed (γ1 = 32.97707862)	Skewed
`Books_amt_12m` is highly skewed (γ1 = 52.38559939)	Skewed
`DirectM_amt_12m` is highly skewed (γ1 = 97.61371505)	Skewed
`QuasiCash_amt_12m` is highly skewed (γ1 = 148.9790539)	Skewed
`FS_amt_12m` is highly skewed (γ1 = 159.7054686)	Skewed
`WalletLoad_amt_12m` is highly skewed (γ1 = 38.26647813)	Skewed
`BusinessServ_amt_12m` is highly skewed (γ1 = 28.70445734)	Skewed
`ProfServ_amt_12m` is highly skewed (γ1 = 26.89576097)	Skewed
`GovtServices_amt_12m` is highly skewed (γ1 = 37.52586981)	Skewed
`spends_1m` is highly skewed (γ1 = 24.86908428)	Skewed
`spends_3m` is highly skewed (γ1 = 22.86820727)	Skewed
`spends_6m` is highly skewed (γ1 = 22.86820727)	Skewed
`spends_12m` is highly skewed (γ1 = 22.86820727)	Skewed
`payment_ratio_1m` is highly skewed (γ1 = -59.29663513)	Skewed
`payment_ratio_3m` is highly skewed (γ1 = -81.408264)	Skewed
`payment_ratio_6m` is highly skewed (γ1 = -84.26270787)	Skewed
`paymad_1m` is highly skewed (γ1 = 111.890308)	Skewed
`paymad_3m` is highly skewed (γ1 = 61.85228678)	Skewed
`paymad_6m` is highly skewed (γ1 = 62.45375746)	Skewed
`Bureau_AL_amt_ever` is highly skewed (γ1 = 47.93700845)	Skewed
`Bureau_BL_amt_ever` is highly skewed (γ1 = 23.55052485)	Skewed
`Bureau_CCOD_amt_ever` is highly skewed (γ1 = 147.7545679)	Skewed
`Bureau_CD_amt_ever` is highly skewed (γ1 = 115.2986889)	Skewed
`Bureau_PL_amt_ever` is highly skewed (γ1 = 42.03517517)	Skewed
`Bureau_unsec_amt_ever` is highly skewed (γ1 = 31.55790447)	Skewed
`Bureau_all_amt_ever` is highly skewed (γ1 = 25.67655087)	Skewed
`Bureau_AL_amt_live` is highly skewed (γ1 = 27.28540456)	Skewed
`Bureau_BL_amt_live` is highly skewed (γ1 = 24.58258982)	Skewed
`Bureau_CCOD_amt_live` is highly skewed (γ1 = 101.0823389)	Skewed
`Bureau_CD_amt_live` is highly skewed (γ1 = 32.80678197)	Skewed
`Bureau_PL_amt_live` is highly skewed (γ1 = 22.16304126)	Skewed
`Bureau_unsec_amt_live` is highly skewed (γ1 = 35.10120566)	Skewed
`Bureau_all_amt_live` is highly skewed (γ1 = 33.13915118)	Skewed
`avg_sa_balance_1m` is highly skewed (γ1 = 38.79019486)	Skewed
`avg_sa_balance_3m` is highly skewed (γ1 = 22.52760448)	Skewed
`avg_sa_balance_12m` is highly skewed (γ1 = 23.02572902)	Skewed
`pctchg_curr_sa_bal_avg_sa_bal_1m` is highly skewed (γ1 = 108.9881541)	Skewed
`pctchg_curr_sa_bal_avg_sa_bal_3m` is highly skewed (γ1 = 142.5027904)	Skewed
`pctchg_curr_sa_bal_avg_sa_bal_6m` is highly skewed (γ1 = 136.5094811)	Skewed
`target_variable` has 47380 (94.8%) zeros	Zeros
`Agri_1m` has 50000 (100.0%) zeros	Zeros
`Contract_1m` has 49798 (99.6%) zeros	Zeros
`Airline_1m` has 47940 (95.9%) zeros	Zeros
`transport_1m` has 42622 (85.2%) zeros	Zeros
`Insurance_1m` has 43650 (87.3%) zeros	Zeros
`Hotels_1m` has 42350 (84.7%) zeros	Zeros
`Railways_1m` has 43568 (87.1%) zeros	Zeros
`Airports_1m` has 49969 (99.9%) zeros	Zeros
`Utility_1m` has 29041 (58.1%) zeros	Zeros
`Retail_1m` has 33810 (67.6%) zeros	Zeros
`Medical_1m` has 38877 (77.8%) zeros	Zeros
`Fuel_1m` has 27687 (55.4%) zeros	Zeros
`DeptStores_1m` has 27906 (55.8%) zeros	Zeros
`Food_1m` has 40586 (81.2%) zeros	Zeros
`Auto_1m` has 47966 (95.9%) zeros	Zeros
`ClothStores_1m` has 31985 (64.0%) zeros	Zeros
`MiscServices_1m` has 41405 (82.8%) zeros	Zeros
`HomeF_1m` has 48659 (97.3%) zeros	Zeros
`Electronics_1m` has 38735 (77.5%) zeros	Zeros
`MusicStores_1m` has 49582 (99.2%) zeros	Zeros
`Restaurants_1m` has 27910 (55.8%) zeros	Zeros
`DigitalGoods_1m` has 46387 (92.8%) zeros	Zeros
`Alcohol_1m` has 46220 (92.4%) zeros	Zeros
`Books_1m` has 47598 (95.2%) zeros	Zeros
`Jewelry_1m` has 47539 (95.1%) zeros	Zeros
`DirectM_1m` has 48713 (97.4%) zeros	Zeros
`Cash_1m` has 50000 (100.0%) zeros	Zeros
`QuasiCash_1m` has 49979 (> 99.9%) zeros	Zeros
`FS_1m` has 49971 (99.9%) zeros	Zeros
`RentPayments_1m` has 41830 (83.7%) zeros	Zeros
`WalletLoad_1m` has 43000 (86.0%) zeros	Zeros
`BusinessServ_1m` has 36948 (73.9%) zeros	Zeros
`ProfServ_1m` has 47143 (94.3%) zeros	Zeros
`Education_1m` has 44712 (89.4%) zeros	Zeros
`GovtServices_1m` has 41869 (83.7%) zeros	Zeros
`Agri_amt_1m` has 50000 (100.0%) zeros	Zeros
`Contract_amt_1m` has 49798 (99.6%) zeros	Zeros
`Airline_amt_1m` has 47940 (95.9%) zeros	Zeros
`transport_amt_1m` has 42622 (85.2%) zeros	Zeros
`Insurance_amt_1m` has 43650 (87.3%) zeros	Zeros
`Hotels_amt_1m` has 42350 (84.7%) zeros	Zeros
`Railways_amt_1m` has 43568 (87.1%) zeros	Zeros
`Airports_amt_1m` has 49969 (99.9%) zeros	Zeros
`Utility_amt_1m` has 29041 (58.1%) zeros	Zeros
`Retail_amt_1m` has 33810 (67.6%) zeros	Zeros
`Medical_amt_1m` has 38877 (77.8%) zeros	Zeros
`Fuel_amt_1m` has 27687 (55.4%) zeros	Zeros
`DeptStores_amt_1m` has 27906 (55.8%) zeros	Zeros
`Food_amt_1m` has 40586 (81.2%) zeros	Zeros
`Auto_amt_1m` has 47966 (95.9%) zeros	Zeros
`ClothStores_amt_1m` has 31985 (64.0%) zeros	Zeros
`MiscServices_amt_1m` has 41405 (82.8%) zeros	Zeros
`HomeF_amt_1m` has 48659 (97.3%) zeros	Zeros
`Electronics_amt_1m` has 38735 (77.5%) zeros	Zeros
`MusicStores_amt_1m` has 49582 (99.2%) zeros	Zeros
`Restaurants_amt_1m` has 27910 (55.8%) zeros	Zeros
`DigitalGoods_amt_1m` has 46387 (92.8%) zeros	Zeros
`Alcohol_amt_1m` has 46220 (92.4%) zeros	Zeros
`Books_amt_1m` has 47598 (95.2%) zeros	Zeros
`Jewelry_amt_1m` has 47539 (95.1%) zeros	Zeros
`DirectM_amt_1m` has 48713 (97.4%) zeros	Zeros
`Cash_amt_1m` has 50000 (100.0%) zeros	Zeros
`QuasiCash_amt_1m` has 49979 (> 99.9%) zeros	Zeros
`FS_amt_1m` has 49971 (99.9%) zeros	Zeros
`RentPayments_amt_1m` has 41830 (83.7%) zeros	Zeros
`WalletLoad_amt_1m` has 43000 (86.0%) zeros	Zeros
`BusinessServ_amt_1m` has 36948 (73.9%) zeros	Zeros
`ProfServ_amt_1m` has 47143 (94.3%) zeros	Zeros
`Education_amt_1m` has 44712 (89.4%) zeros	Zeros
`GovtServices_amt_1m` has 41869 (83.7%) zeros	Zeros
`Agri_3m` has 50000 (100.0%) zeros	Zeros
`Contract_3m` has 49536 (99.1%) zeros	Zeros
`Airline_3m` has 46359 (92.7%) zeros	Zeros
`transport_3m` has 37570 (75.1%) zeros	Zeros
`Insurance_3m` has 39445 (78.9%) zeros	Zeros
`Hotels_3m` has 36891 (73.8%) zeros	Zeros
`Railways_3m` has 39278 (78.6%) zeros	Zeros
`Airports_3m` has 49945 (99.9%) zeros	Zeros
`Utility_3m` has 20688 (41.4%) zeros	Zeros
`Retail_3m` has 25725 (51.4%) zeros	Zeros
`Medical_3m` has 32314 (64.6%) zeros	Zeros
`Fuel_3m` has 21967 (43.9%) zeros	Zeros
`DeptStores_3m` has 20359 (40.7%) zeros	Zeros
`Food_3m` has 34180 (68.4%) zeros	Zeros
`Auto_3m` has 46021 (92.0%) zeros	Zeros
`ClothStores_3m` has 24277 (48.6%) zeros	Zeros
`MiscServices_3m` has 34785 (69.6%) zeros	Zeros
`HomeF_3m` has 47285 (94.6%) zeros	Zeros
`Electronics_3m` has 32112 (64.2%) zeros	Zeros
`MusicStores_3m` has 49307 (98.6%) zeros	Zeros
`Restaurants_3m` has 20254 (40.5%) zeros	Zeros
`DigitalGoods_3m` has 44043 (88.1%) zeros	Zeros
`Alcohol_3m` has 43436 (86.9%) zeros	Zeros
`Books_3m` has 45427 (90.9%) zeros	Zeros
`Jewelry_3m` has 44421 (88.8%) zeros	Zeros
`DirectM_3m` has 47389 (94.8%) zeros	Zeros
`Cash_3m` has 50000 (100.0%) zeros	Zeros
`QuasiCash_3m` has 49969 (99.9%) zeros	Zeros
`FS_3m` has 49931 (99.9%) zeros	Zeros
`RentPayments_3m` has 38583 (77.2%) zeros	Zeros
`WalletLoad_3m` has 39449 (78.9%) zeros	Zeros
`BusinessServ_3m` has 28973 (57.9%) zeros	Zeros
`ProfServ_3m` has 44022 (88.0%) zeros	Zeros
`Education_3m` has 41554 (83.1%) zeros	Zeros
`GovtServices_3m` has 36573 (73.1%) zeros	Zeros
`Agri_amt_3m` has 50000 (100.0%) zeros	Zeros
`Contract_amt_3m` has 49536 (99.1%) zeros	Zeros
`Airline_amt_3m` has 46359 (92.7%) zeros	Zeros
`transport_amt_3m` has 37570 (75.1%) zeros	Zeros
`Insurance_amt_3m` has 39445 (78.9%) zeros	Zeros
`Hotels_amt_3m` has 36891 (73.8%) zeros	Zeros
`Railways_amt_3m` has 39278 (78.6%) zeros	Zeros
`Airports_amt_3m` has 49945 (99.9%) zeros	Zeros
`Utility_amt_3m` has 20688 (41.4%) zeros	Zeros
`Retail_amt_3m` has 25725 (51.4%) zeros	Zeros
`Medical_amt_3m` has 32314 (64.6%) zeros	Zeros
`Fuel_amt_3m` has 21967 (43.9%) zeros	Zeros
`DeptStores_amt_3m` has 20359 (40.7%) zeros	Zeros
`Food_amt_3m` has 34180 (68.4%) zeros	Zeros
`Auto_amt_3m` has 46021 (92.0%) zeros	Zeros
`ClothStores_amt_3m` has 24277 (48.6%) zeros	Zeros
`MiscServices_amt_3m` has 34785 (69.6%) zeros	Zeros
`HomeF_amt_3m` has 47285 (94.6%) zeros	Zeros
`Electronics_amt_3m` has 32112 (64.2%) zeros	Zeros
`MusicStores_amt_3m` has 49307 (98.6%) zeros	Zeros
`Restaurants_amt_3m` has 20254 (40.5%) zeros	Zeros
`DigitalGoods_amt_3m` has 44043 (88.1%) zeros	Zeros
`Alcohol_amt_3m` has 43436 (86.9%) zeros	Zeros
`Books_amt_3m` has 45427 (90.9%) zeros	Zeros
`Jewelry_amt_3m` has 44421 (88.8%) zeros	Zeros
`DirectM_amt_3m` has 47389 (94.8%) zeros	Zeros
`Cash_amt_3m` has 50000 (100.0%) zeros	Zeros
`QuasiCash_amt_3m` has 49969 (99.9%) zeros	Zeros
`FS_amt_3m` has 49931 (99.9%) zeros	Zeros
`RentPayments_amt_3m` has 38583 (77.2%) zeros	Zeros
`WalletLoad_amt_3m` has 39449 (78.9%) zeros	Zeros
`BusinessServ_amt_3m` has 28973 (57.9%) zeros	Zeros
`ProfServ_amt_3m` has 44022 (88.0%) zeros	Zeros
`Education_amt_3m` has 41554 (83.1%) zeros	Zeros
`GovtServices_amt_3m` has 36573 (73.1%) zeros	Zeros
`Agri_6m` has 50000 (100.0%) zeros	Zeros
`Contract_6m` has 49536 (99.1%) zeros	Zeros
`Airline_6m` has 46359 (92.7%) zeros	Zeros
`transport_6m` has 37570 (75.1%) zeros	Zeros
`Insurance_6m` has 39445 (78.9%) zeros	Zeros
`Hotels_6m` has 36891 (73.8%) zeros	Zeros
`Railways_6m` has 39278 (78.6%) zeros	Zeros
`Airports_6m` has 49945 (99.9%) zeros	Zeros
`Utility_6m` has 20688 (41.4%) zeros	Zeros
`Retail_6m` has 25725 (51.4%) zeros	Zeros
`Medical_6m` has 32314 (64.6%) zeros	Zeros
`Fuel_6m` has 21967 (43.9%) zeros	Zeros
`DeptStores_6m` has 20359 (40.7%) zeros	Zeros
`Food_6m` has 34180 (68.4%) zeros	Zeros
`Auto_6m` has 46021 (92.0%) zeros	Zeros
`ClothStores_6m` has 24277 (48.6%) zeros	Zeros
`MiscServices_6m` has 34785 (69.6%) zeros	Zeros
`HomeF_6m` has 47285 (94.6%) zeros	Zeros
`Electronics_6m` has 32112 (64.2%) zeros	Zeros
`MusicStores_6m` has 49307 (98.6%) zeros	Zeros
`Restaurants_6m` has 20254 (40.5%) zeros	Zeros
`DigitalGoods_6m` has 44043 (88.1%) zeros	Zeros
`Alcohol_6m` has 43436 (86.9%) zeros	Zeros
`Books_6m` has 45427 (90.9%) zeros	Zeros
`Jewelry_6m` has 44421 (88.8%) zeros	Zeros
`DirectM_6m` has 47389 (94.8%) zeros	Zeros
`Cash_6m` has 50000 (100.0%) zeros	Zeros
`QuasiCash_6m` has 49969 (99.9%) zeros	Zeros
`FS_6m` has 49931 (99.9%) zeros	Zeros
`RentPayments_6m` has 38583 (77.2%) zeros	Zeros
`WalletLoad_6m` has 39449 (78.9%) zeros	Zeros
`BusinessServ_6m` has 28973 (57.9%) zeros	Zeros
`ProfServ_6m` has 44022 (88.0%) zeros	Zeros
`Education_6m` has 41554 (83.1%) zeros	Zeros
`GovtServices_6m` has 36573 (73.1%) zeros	Zeros
`Agri_amt_6m` has 50000 (100.0%) zeros	Zeros
`Contract_amt_6m` has 49536 (99.1%) zeros	Zeros
`Airline_amt_6m` has 46359 (92.7%) zeros	Zeros
`transport_amt_6m` has 37570 (75.1%) zeros	Zeros
`Insurance_amt_6m` has 39445 (78.9%) zeros	Zeros
`Hotels_amt_6m` has 36891 (73.8%) zeros	Zeros
`Railways_amt_6m` has 39278 (78.6%) zeros	Zeros
`Airports_amt_6m` has 49945 (99.9%) zeros	Zeros
`Utility_amt_6m` has 20688 (41.4%) zeros	Zeros
`Retail_amt_6m` has 25725 (51.4%) zeros	Zeros
`Medical_amt_6m` has 32314 (64.6%) zeros	Zeros
`Fuel_amt_6m` has 21967 (43.9%) zeros	Zeros
`DeptStores_amt_6m` has 20359 (40.7%) zeros	Zeros
`Food_amt_6m` has 34180 (68.4%) zeros	Zeros
`Auto_amt_6m` has 46021 (92.0%) zeros	Zeros
`ClothStores_amt_6m` has 24277 (48.6%) zeros	Zeros
`MiscServices_amt_6m` has 34785 (69.6%) zeros	Zeros
`HomeF_amt_6m` has 47285 (94.6%) zeros	Zeros
`Electronics_amt_6m` has 32112 (64.2%) zeros	Zeros
`MusicStores_amt_6m` has 49307 (98.6%) zeros	Zeros
`Restaurants_amt_6m` has 20254 (40.5%) zeros	Zeros
`DigitalGoods_amt_6m` has 44043 (88.1%) zeros	Zeros
`Alcohol_amt_6m` has 43436 (86.9%) zeros	Zeros
`Books_amt_6m` has 45427 (90.9%) zeros	Zeros
`Jewelry_amt_6m` has 44421 (88.8%) zeros	Zeros
`DirectM_amt_6m` has 47389 (94.8%) zeros	Zeros
`Cash_amt_6m` has 50000 (100.0%) zeros	Zeros
`QuasiCash_amt_6m` has 49969 (99.9%) zeros	Zeros
`FS_amt_6m` has 49931 (99.9%) zeros	Zeros
`RentPayments_amt_6m` has 38583 (77.2%) zeros	Zeros
`WalletLoad_amt_6m` has 39449 (78.9%) zeros	Zeros
`BusinessServ_amt_6m` has 28973 (57.9%) zeros	Zeros
`ProfServ_amt_6m` has 44022 (88.0%) zeros	Zeros
`Education_amt_6m` has 41554 (83.1%) zeros	Zeros
`GovtServices_amt_6m` has 36573 (73.1%) zeros	Zeros
`Agri_12m` has 50000 (100.0%) zeros	Zeros
`Contract_12m` has 49536 (99.1%) zeros	Zeros
`Airline_12m` has 46359 (92.7%) zeros	Zeros
`transport_12m` has 37570 (75.1%) zeros	Zeros
`Insurance_12m` has 39445 (78.9%) zeros	Zeros
`Hotels_12m` has 36891 (73.8%) zeros	Zeros
`Railways_12m` has 39278 (78.6%) zeros	Zeros
`Airports_12m` has 49945 (99.9%) zeros	Zeros
`Utility_12m` has 20688 (41.4%) zeros	Zeros
`Retail_12m` has 25725 (51.4%) zeros	Zeros
`Medical_12m` has 32314 (64.6%) zeros	Zeros
`Fuel_12m` has 21967 (43.9%) zeros	Zeros
`DeptStores_12m` has 20359 (40.7%) zeros	Zeros
`Food_12m` has 34180 (68.4%) zeros	Zeros
`Auto_12m` has 46021 (92.0%) zeros	Zeros
`ClothStores_12m` has 24277 (48.6%) zeros	Zeros
`MiscServices_12m` has 34785 (69.6%) zeros	Zeros
`HomeF_12m` has 47285 (94.6%) zeros	Zeros
`Electronics_12m` has 32112 (64.2%) zeros	Zeros
`MusicStores_12m` has 49307 (98.6%) zeros	Zeros
`Restaurants_12m` has 20254 (40.5%) zeros	Zeros
`DigitalGoods_12m` has 44043 (88.1%) zeros	Zeros
`Alcohol_12m` has 43436 (86.9%) zeros	Zeros
`Books_12m` has 45427 (90.9%) zeros	Zeros
`Jewelry_12m` has 44421 (88.8%) zeros	Zeros
`DirectM_12m` has 47389 (94.8%) zeros	Zeros
`Cash_12m` has 50000 (100.0%) zeros	Zeros
`QuasiCash_12m` has 49969 (99.9%) zeros	Zeros
`FS_12m` has 49931 (99.9%) zeros	Zeros
`RentPayments_12m` has 38583 (77.2%) zeros	Zeros
`WalletLoad_12m` has 39449 (78.9%) zeros	Zeros
`BusinessServ_12m` has 28973 (57.9%) zeros	Zeros
`ProfServ_12m` has 44022 (88.0%) zeros	Zeros
`Education_12m` has 41554 (83.1%) zeros	Zeros
`GovtServices_12m` has 36573 (73.1%) zeros	Zeros
`Agri_amt_12m` has 50000 (100.0%) zeros	Zeros
`Contract_amt_12m` has 49536 (99.1%) zeros	Zeros
`Airline_amt_12m` has 46359 (92.7%) zeros	Zeros
`transport_amt_12m` has 37570 (75.1%) zeros	Zeros
`Insurance_amt_12m` has 39445 (78.9%) zeros	Zeros
`Hotels_amt_12m` has 36891 (73.8%) zeros	Zeros
`Railways_amt_12m` has 39278 (78.6%) zeros	Zeros
`Airports_amt_12m` has 49945 (99.9%) zeros	Zeros
`Utility_amt_12m` has 20688 (41.4%) zeros	Zeros
`Retail_amt_12m` has 25725 (51.4%) zeros	Zeros
`Medical_amt_12m` has 32314 (64.6%) zeros	Zeros
`Fuel_amt_12m` has 21967 (43.9%) zeros	Zeros
`DeptStores_amt_12m` has 20359 (40.7%) zeros	Zeros
`Food_amt_12m` has 34180 (68.4%) zeros	Zeros
`Auto_amt_12m` has 46021 (92.0%) zeros	Zeros
`ClothStores_amt_12m` has 24277 (48.6%) zeros	Zeros
`MiscServices_amt_12m` has 34785 (69.6%) zeros	Zeros
`HomeF_amt_12m` has 47285 (94.6%) zeros	Zeros
`Electronics_amt_12m` has 32112 (64.2%) zeros	Zeros
`MusicStores_amt_12m` has 49307 (98.6%) zeros	Zeros
`Restaurants_amt_12m` has 20254 (40.5%) zeros	Zeros
`DigitalGoods_amt_12m` has 44043 (88.1%) zeros	Zeros
`Alcohol_amt_12m` has 43436 (86.9%) zeros	Zeros
`Books_amt_12m` has 45427 (90.9%) zeros	Zeros
`Jewelry_amt_12m` has 44421 (88.8%) zeros	Zeros
`DirectM_amt_12m` has 47389 (94.8%) zeros	Zeros
`Cash_amt_12m` has 50000 (100.0%) zeros	Zeros
`QuasiCash_amt_12m` has 49969 (99.9%) zeros	Zeros
`FS_amt_12m` has 49931 (99.9%) zeros	Zeros
`RentPayments_amt_12m` has 38583 (77.2%) zeros	Zeros
`WalletLoad_amt_12m` has 39449 (78.9%) zeros	Zeros
`BusinessServ_amt_12m` has 28973 (57.9%) zeros	Zeros
`ProfServ_amt_12m` has 44022 (88.0%) zeros	Zeros
`Education_amt_12m` has 41554 (83.1%) zeros	Zeros
`GovtServices_amt_12m` has 36573 (73.1%) zeros	Zeros
`revolve_1m` has 42442 (84.9%) zeros	Zeros
`revolve_3m` has 40062 (80.1%) zeros	Zeros
`revolve_6m` has 37978 (76.0%) zeros	Zeros
`util_1m` has 3793 (7.6%) zeros	Zeros
`util_3m` has 1946 (3.9%) zeros	Zeros
`util_6m` has 1531 (3.1%) zeros	Zeros
`payment_ratio_1m` has 1703 (3.4%) zeros	Zeros
`married_flag` has 50000 (100.0%) zeros	Zeros
`ASSET_OWNERSHIP` has 33073 (66.1%) zeros	Zeros
`avg_sa_balance_1m` has 2473 (4.9%) zeros	Zeros
`avg_sa_balance_3m` has 2366 (4.7%) zeros	Zeros
`avg_sa_balance_6m` has 1679 (3.4%) zeros	Zeros
`avg_sa_balance_12m` has 988 (2.0%) zeros	Zeros
`pctchg_curr_sa_bal_avg_sa_bal_1m` has 757 (1.5%) zeros	Zeros

Reproduction

Analysis started	2023-04-05 17:37:48.375869
Analysis finished	2023-04-05 17:37:50.279784
Duration	1.9 second
Software version	pandas-profiling v3.6.6
Download configuration	config.json

transaction_amount
Real number (ℝ)

Distinct	22241
Distinct (%)	44.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14737.97827

Minimum	2500
Maximum	730874.46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	2500
5-th percentile	2680
Q1	3650
median	5964.28
Q3	14339.5625
95-th percentile	50650
Maximum	730874.46
Range	728374.46
Interquartile range (IQR)	10689.5625

Descriptive statistics

Standard deviation	26510.12308
Coefficient of variation (CV)	1.79876253
Kurtosis	95.2552533
Mean	14737.97827
Median Absolute Deviation (MAD)	2964.28
Skewness	7.263113935
Sum	736898913.6
Variance	702786625.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	729	1.5%
5000	707	1.4%
3035.4	528	1.1%
3000	511	1.0%
4000	438	0.9%
20000	396	0.8%
5059	349	0.7%
2500	332	0.7%
2529.5	305	0.6%
50000	260	0.5%
Other values (22231)	45445	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2500	332	0.7%
2500.16	1	< 0.1%
2500.34	1	< 0.1%
2501	2	< 0.1%
2501.05	1	< 0.1%

Value	Count	Frequency (%)
730874.46	1	< 0.1%
700000	1	< 0.1%
677800	1	< 0.1%
670168	1	< 0.1%
544680	1	< 0.1%

merchant_country
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	66
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

IN	48584
US	383
GB	198
AE	130
CA	107
Other values (61)	598

Overview
Categories

Unique

Unique	22 ?
Unique (%)	< 0.1%

Sample

1st row	IN
2nd row	IN
3rd row	IN
4th row	IN
5th row	HK

Common Values

Value	Count	Frequency (%)
IN	48584	97.2%
US	383	0.8%
GB	198	0.4%
AE	130	0.3%
CA	107	0.2%
SG	81	0.2%
IE	74	0.1%
AU	62	0.1%
NG	45	0.1%
DE	39	0.1%
Other values (56)	297	0.6%

target_variable
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0524

Minimum	0
Maximum	1
Zeros	47380
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.222834542
Coefficient of variation (CV)	4.252567595
Kurtosis	14.1408011
Mean	0.0524
Median Absolute Deviation (MAD)	0
Skewness	4.017491191
Sum	2620
Variance	0.0496552331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	47380	94.8%
1	2620	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47380	94.8%
1	2620	5.2%

Value	Count	Frequency (%)
1	2620	5.2%
0	47380	94.8%

Merchant_category
Categorical

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Fuel	5588
Cloth stores	5242
Utility	4660
Rent Payments	4408
Dept stores	3881
Other values (26)	26221

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Hotels
2nd row	Fuel
3rd row	Retail
4th row	Retail
5th row	Retail

Common Values

Value	Count	Frequency (%)
Fuel	5588	11.2%
Cloth stores	5242	10.5%
Utility	4660	9.3%
Rent Payments	4408	8.8%
Dept stores	3881	7.8%
Retail	3135	6.3%
Insurance	2384	4.8%
Electronics	2200	4.4%
Govt services	1935	3.9%
Restaurants	1820	3.6%
Other values (21)	14747	29.5%

revolve_interest_rate
Real number (ℝ)

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.113156

Minimum	9
Maximum	36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	9
5-th percentile	9
Q1	20
median	24
Q3	34
95-th percentile	36
Maximum	36
Range	27
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.727472462
Coefficient of variation (CV)	0.3475259128
Kurtosis	-1.073215156
Mean	25.113156
Median Absolute Deviation (MAD)	8
Skewness	-0.3171745023
Sum	1255657.8
Variance	76.16877558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
36	7326	14.7%
34	5481	11.0%
24	5100	10.2%
22	4677	9.4%
9	4020	8.0%
20	3810	7.6%
18	3205	6.4%
30	3014	6.0%
32	2735	5.5%
12	2512	5.0%
Other values (17)	8120	16.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	4020	8.0%
10	184	0.4%
11	57	0.1%
12	2512	5.0%
13	58	0.1%

Value	Count	Frequency (%)
36	7326	14.7%
35.88	1504	3.0%
35	54	0.1%
34	5481	11.0%
33	594	1.2%

credit_limit
Real number (ℝ)

Distinct	1043
Distinct (%)	2.1%
Missing	62
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	226145.3237

Minimum	0
Maximum	1500000
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	25000
Q1	67000
median	138000
Q3	300000
95-th percentile	702000
Maximum	1500000
Range	1500000
Interquartile range (IQR)	233000

Descriptive statistics

Standard deviation	257343.3887
Coefficient of variation (CV)	1.137955826
Kurtosis	9.417986126
Mean	226145.3237
Median Absolute Deviation (MAD)	87000
Skewness	2.78742799
Sum	1.129324518 × 10¹⁰
Variance	6.622561968 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25000	2508	5.0%
100000	1751	3.5%
400000	1401	2.8%
500000	1370	2.7%
300000	1177	2.4%
65000	1022	2.0%
450000	1005	2.0%
40000	824	1.6%
150000	759	1.5%
1500000	732	1.5%
Other values (1033)	37389	74.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
25000	2508	5.0%
26000	114	0.2%
27000	146	0.3%
28000	163	0.3%

Value	Count	Frequency (%)
1500000	732	1.5%
1495000	1	< 0.1%
1494000	3	< 0.1%
1486000	1	< 0.1%
1479000	1	< 0.1%

Agri_1m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

Contract_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00558

Minimum	0
Maximum	11
Zeros	49798
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	11
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1063442043
Coefficient of variation (CV)	19.05810112
Kurtosis	2680.81846
Mean	0.00558
Median Absolute Deviation (MAD)	0
Skewness	37.91046285
Sum	279
Variance	0.01130908978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	49798	99.6%
1	153	0.3%
2	31	0.1%
3	16	< 0.1%
11	1	< 0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49798	99.6%
1	153	0.3%
2	31	0.1%
3	16	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
11	1	< 0.1%
5	1	< 0.1%
3	16	< 0.1%
2	31	0.1%
1	153	0.3%

Airline_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09704

Minimum	0
Maximum	28
Zeros	47940
Zeros (%)	95.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	28
Range	28
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8630168795
Coefficient of variation (CV)	8.893413845
Kurtosis	607.7491246
Mean	0.09704
Median Absolute Deviation (MAD)	0
Skewness	21.70080878
Sum	4852
Variance	0.7447981344
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	47940	95.9%
1	1172	2.3%
2	482	1.0%
3	142	0.3%
4	84	0.2%
5	55	0.1%
8	28	0.1%
6	16	< 0.1%
10	16	< 0.1%
28	14	< 0.1%
Other values (8)	51	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47940	95.9%
1	1172	2.3%
2	482	1.0%
3	142	0.3%
4	84	0.2%

Value	Count	Frequency (%)
28	14	< 0.1%
27	12	< 0.1%
19	8	< 0.1%
18	4	< 0.1%
15	4	< 0.1%

transport_1m
Real number (ℝ)

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48938

Minimum	0
Maximum	93
Zeros	42622
Zeros (%)	85.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	93
Range	93
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.965235753
Coefficient of variation (CV)	6.059168238
Kurtosis	526.7675517
Mean	0.48938
Median Absolute Deviation (MAD)	0
Skewness	19.45658534
Sum	24469
Variance	8.792623068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	42622	85.2%
1	3938	7.9%
2	1401	2.8%
3	629	1.3%
4	328	0.7%
5	191	0.4%
6	153	0.3%
7	95	0.2%
8	80	0.2%
9	69	0.1%
Other values (35)	494	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42622	85.2%
1	3938	7.9%
2	1401	2.8%
3	629	1.3%
4	328	0.7%

Value	Count	Frequency (%)
93	25	0.1%
79	1	< 0.1%
62	4	< 0.1%
56	2	< 0.1%
48	1	< 0.1%

Insurance_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2595

Minimum	0
Maximum	108
Zeros	43650
Zeros (%)	87.3%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	108
Range	108
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.647790659
Coefficient of variation (CV)	6.349867663
Kurtosis	1961.001728
Mean	0.2595
Median Absolute Deviation (MAD)	0
Skewness	35.09705685
Sum	12975
Variance	2.715214054
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	43650	87.3%
1	4242	8.5%
2	1194	2.4%
3	358	0.7%
4	156	0.3%
5	78	0.2%
9	67	0.1%
6	62	0.1%
7	48	0.1%
8	22	< 0.1%
Other values (17)	123	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43650	87.3%
1	4242	8.5%
2	1194	2.4%
3	358	0.7%
4	156	0.3%

Value	Count	Frequency (%)
108	5	< 0.1%
42	9	< 0.1%
36	7	< 0.1%
31	3	< 0.1%
25	2	< 0.1%

Hotels_1m
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3045

Minimum	0
Maximum	33
Zeros	42350
Zeros (%)	84.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	33
Range	33
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.036436797
Coefficient of variation (CV)	3.403733323
Kurtosis	157.6047939
Mean	0.3045
Median Absolute Deviation (MAD)	0
Skewness	8.557458357
Sum	15225
Variance	1.074201234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	42350	84.7%
1	4329	8.7%
2	1706	3.4%
3	714	1.4%
4	335	0.7%
5	203	0.4%
6	128	0.3%
7	87	0.2%
8	47	0.1%
9	43	0.1%
Other values (8)	58	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42350	84.7%
1	4329	8.7%
2	1706	3.4%
3	714	1.4%
4	335	0.7%

Value	Count	Frequency (%)
33	6	< 0.1%
17	8	< 0.1%
15	7	< 0.1%
14	2	< 0.1%
13	3	< 0.1%

Railways_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	25
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35474

Minimum	0
Maximum	80
Zeros	43568
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	80
Range	80
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.117892642
Coefficient of variation (CV)	5.970267356
Kurtosis	842.0651933
Mean	0.35474
Median Absolute Deviation (MAD)	0
Skewness	24.6112462
Sum	17737
Variance	4.485469242
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	43568	87.1%
1	3065	6.1%
2	1596	3.2%
3	627	1.3%
4	421	0.8%
5	181	0.4%
6	102	0.2%
8	85	0.2%
7	77	0.2%
9	54	0.1%
Other values (15)	224	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43568	87.1%
1	3065	6.1%
2	1596	3.2%
3	627	1.3%
4	421	0.8%

Value	Count	Frequency (%)
80	20	< 0.1%
43	2	< 0.1%
41	8	< 0.1%
35	5	< 0.1%
27	2	< 0.1%

Airports_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00068

Minimum	0
Maximum	4
Zeros	49969
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03032418162
Coefficient of variation (CV)	44.59438474
Kurtosis	6756.463545
Mean	0.00068
Median Absolute Deviation (MAD)	0
Skewness	67.35704306
Sum	34
Variance	0.0009195559911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	49969	99.9%
1	30	0.1%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49969	99.9%
1	30	0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
1	30	0.1%
0	49969	99.9%

Utility_1m
Real number (ℝ)

Distinct	47
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.45542

Minimum	0
Maximum	187
Zeros	29041
Zeros (%)	58.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	187
Range	187
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	5.960684794
Coefficient of variation (CV)	4.095508372
Kurtosis	502.2070453
Mean	1.45542
Median Absolute Deviation (MAD)	0
Skewness	19.60222597
Sum	72771
Variance	35.52976322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	29041	58.1%
1	8733	17.5%
2	4589	9.2%
3	2605	5.2%
4	1465	2.9%
5	1017	2.0%
6	727	1.5%
7	425	0.9%
8	282	0.6%
9	177	0.4%
Other values (37)	939	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29041	58.1%
1	8733	17.5%
2	4589	9.2%
3	2605	5.2%
4	1465	2.9%

Value	Count	Frequency (%)
187	19	< 0.1%
125	34	0.1%
115	1	< 0.1%
110	4	< 0.1%
64	11	< 0.1%

Retail_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.83748

Minimum	0
Maximum	336
Zeros	33810
Zeros (%)	67.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	336
Range	336
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.120777459
Coefficient of variation (CV)	4.920448797
Kurtosis	2737.456052
Mean	0.83748
Median Absolute Deviation (MAD)	0
Skewness	42.86004666
Sum	41874
Variance	16.98080687
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	33810	67.6%
1	8416	16.8%
2	3575	7.1%
3	1745	3.5%
4	898	1.8%
5	462	0.9%
6	297	0.6%
7	175	0.4%
8	102	0.2%
10	88	0.2%
Other values (32)	432	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33810	67.6%
1	8416	16.8%
2	3575	7.1%
3	1745	3.5%
4	898	1.8%

Value	Count	Frequency (%)
336	2	< 0.1%
253	2	< 0.1%
191	3	< 0.1%
139	5	< 0.1%
78	3	< 0.1%

Medical_1m
Real number (ℝ)

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58122

Minimum	0
Maximum	48
Zeros	38877
Zeros (%)	77.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	48
Range	48
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.732588627
Coefficient of variation (CV)	2.980951493
Kurtosis	83.1243986
Mean	0.58122
Median Absolute Deviation (MAD)	0
Skewness	6.976751922
Sum	29061
Variance	3.001863349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	38877	77.8%
1	5076	10.2%
2	2424	4.8%
3	1355	2.7%
4	771	1.5%
5	471	0.9%
6	280	0.6%
7	224	0.4%
8	140	0.3%
9	87	0.2%
Other values (20)	295	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38877	77.8%
1	5076	10.2%
2	2424	4.8%
3	1355	2.7%
4	771	1.5%

Value	Count	Frequency (%)
48	1	< 0.1%
35	5	< 0.1%
32	4	< 0.1%
30	4	< 0.1%
27	6	< 0.1%

Fuel_1m
Real number (ℝ)

Distinct	37
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4189

Minimum	0
Maximum	78
Zeros	27687
Zeros (%)	55.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	78
Range	78
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.652531528
Coefficient of variation (CV)	1.869428098
Kurtosis	49.33397331
Mean	1.4189
Median Absolute Deviation (MAD)	0
Skewness	4.782184887
Sum	70945
Variance	7.035923508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	27687	55.4%
1	7339	14.7%
2	5001	10.0%
3	3279	6.6%
4	2253	4.5%
5	1395	2.8%
6	872	1.7%
7	660	1.3%
8	390	0.8%
9	249	0.5%
Other values (27)	875	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27687	55.4%
1	7339	14.7%
2	5001	10.0%
3	3279	6.6%
4	2253	4.5%

Value	Count	Frequency (%)
78	1	< 0.1%
45	7	< 0.1%
39	1	< 0.1%
36	2	< 0.1%
35	15	< 0.1%

DeptStores_1m
Real number (ℝ)

Distinct	49
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.49474

Minimum	0
Maximum	73
Zeros	27906
Zeros (%)	55.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	7
Maximum	73
Range	73
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.276081041
Coefficient of variation (CV)	2.191739728
Kurtosis	62.29091797
Mean	1.49474
Median Absolute Deviation (MAD)	0
Skewness	5.883793824
Sum	74737
Variance	10.73270699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0	27906	55.8%
1	8640	17.3%
2	4540	9.1%
3	2647	5.3%
4	1744	3.5%
5	1056	2.1%
6	774	1.5%
7	545	1.1%
8	438	0.9%
9	319	0.6%
Other values (39)	1391	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27906	55.8%
1	8640	17.3%
2	4540	9.1%
3	2647	5.3%
4	1744	3.5%

Value	Count	Frequency (%)
73	3	< 0.1%
64	5	< 0.1%
57	1	< 0.1%
52	1	< 0.1%
48	5	< 0.1%

Food_1m
Real number (ℝ)

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36458

Minimum	0
Maximum	37
Zeros	40586
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	37
Range	37
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.139143264
Coefficient of variation (CV)	3.124535806
Kurtosis	176.9498114
Mean	0.36458
Median Absolute Deviation (MAD)	0
Skewness	9.087545062
Sum	18229
Variance	1.297647377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	40586	81.2%
1	5568	11.1%
2	1959	3.9%
3	833	1.7%
4	424	0.8%
5	239	0.5%
6	153	0.3%
8	73	0.1%
7	69	0.1%
9	27	0.1%
Other values (13)	69	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40586	81.2%
1	5568	11.1%
2	1959	3.9%
3	833	1.7%
4	424	0.8%

Value	Count	Frequency (%)
37	5	< 0.1%
31	1	< 0.1%
29	1	< 0.1%
23	6	< 0.1%
22	2	< 0.1%

Auto_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07724

Minimum	0
Maximum	42
Zeros	47966
Zeros (%)	95.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8945445694
Coefficient of variation (CV)	11.58136418
Kurtosis	1157.133416
Mean	0.07724
Median Absolute Deviation (MAD)	0
Skewness	30.78082838
Sum	3862
Variance	0.8002099866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	47966	95.9%
1	1633	3.3%
2	236	0.5%
3	50	0.1%
22	40	0.1%
4	35	0.1%
6	11	< 0.1%
42	9	< 0.1%
9	8	< 0.1%
5	8	< 0.1%
Other values (2)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47966	95.9%
1	1633	3.3%
2	236	0.5%
3	50	0.1%
4	35	0.1%

Value	Count	Frequency (%)
42	9	< 0.1%
22	40	0.1%
9	8	< 0.1%
8	3	< 0.1%
7	1	< 0.1%

ClothStores_1m
Real number (ℝ)

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.89906

Minimum	0
Maximum	35
Zeros	31985
Zeros (%)	64.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	35
Range	35
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.932859497
Coefficient of variation (CV)	2.14986708
Kurtosis	52.02206417
Mean	0.89906
Median Absolute Deviation (MAD)	0
Skewness	5.301012622
Sum	44953
Variance	3.735945835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	31985	64.0%
1	8084	16.2%
2	4227	8.5%
3	2202	4.4%
4	1311	2.6%
5	782	1.6%
6	432	0.9%
7	241	0.5%
8	222	0.4%
9	141	0.3%
Other values (17)	373	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31985	64.0%
1	8084	16.2%
2	4227	8.5%
3	2202	4.4%
4	1311	2.6%

Value	Count	Frequency (%)
35	9	< 0.1%
32	4	< 0.1%
29	5	< 0.1%
28	5	< 0.1%
25	11	< 0.1%

MiscServices_1m
Real number (ℝ)

Distinct	34
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3543

Minimum	0
Maximum	54
Zeros	41405
Zeros (%)	82.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	54
Range	54
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.562056436
Coefficient of variation (CV)	4.408852488
Kurtosis	422.4997249
Mean	0.3543
Median Absolute Deviation (MAD)	0
Skewness	16.38863338
Sum	17715
Variance	2.44002031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	41405	82.8%
1	5515	11.0%
2	1640	3.3%
3	534	1.1%
4	284	0.6%
5	193	0.4%
6	108	0.2%
7	59	0.1%
8	46	0.1%
12	31	0.1%
Other values (24)	185	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41405	82.8%
1	5515	11.0%
2	1640	3.3%
3	534	1.1%
4	284	0.6%

Value	Count	Frequency (%)
54	10	< 0.1%
47	1	< 0.1%
43	3	< 0.1%
41	1	< 0.1%
39	3	< 0.1%

HomeF_1m
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0355

Minimum	0
Maximum	7
Zeros	48659
Zeros (%)	97.3%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2483565655
Coefficient of variation (CV)	6.995959591
Kurtosis	156.4066711
Mean	0.0355
Median Absolute Deviation (MAD)	0
Skewness	10.44828341
Sum	1775
Variance	0.06168098362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	48659	97.3%
1	1056	2.1%
2	203	0.4%
3	39	0.1%
4	27	0.1%
5	12	< 0.1%
7	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48659	97.3%
1	1056	2.1%
2	203	0.4%
3	39	0.1%
4	27	0.1%

Value	Count	Frequency (%)
7	4	< 0.1%
5	12	< 0.1%
4	27	0.1%
3	39	0.1%
2	203	0.4%

Electronics_1m
Real number (ℝ)

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51764

Minimum	0
Maximum	87
Zeros	38735
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	87
Range	87
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.762348135
Coefficient of variation (CV)	3.404582595
Kurtosis	420.0657876
Mean	0.51764
Median Absolute Deviation (MAD)	0
Skewness	14.41010391
Sum	25882
Variance	3.105870948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	38735	77.5%
1	6189	12.4%
2	2276	4.6%
3	1023	2.0%
4	587	1.2%
5	399	0.8%
6	238	0.5%
7	188	0.4%
8	93	0.2%
9	60	0.1%
Other values (20)	212	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38735	77.5%
1	6189	12.4%
2	2276	4.6%
3	1023	2.0%
4	587	1.2%

Value	Count	Frequency (%)
87	2	< 0.1%
56	1	< 0.1%
46	13	< 0.1%
34	9	< 0.1%
30	9	< 0.1%

MusicStores_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01558

Minimum	0
Maximum	24
Zeros	49582
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3019587508
Coefficient of variation (CV)	19.38117784
Kurtosis	4085.538385
Mean	0.01558
Median Absolute Deviation (MAD)	0
Skewness	55.36205687
Sum	779
Variance	0.09117908718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	49582	99.2%
1	289	0.6%
2	70	0.1%
3	21	< 0.1%
4	17	< 0.1%
5	9	< 0.1%
24	5	< 0.1%
6	3	< 0.1%
10	2	< 0.1%
8	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49582	99.2%
1	289	0.6%
2	70	0.1%
3	21	< 0.1%
4	17	< 0.1%

Value	Count	Frequency (%)
24	5	< 0.1%
10	2	< 0.1%
8	2	< 0.1%
6	3	< 0.1%
5	9	< 0.1%

Restaurants_1m
Real number (ℝ)

Distinct	58
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.89406

Minimum	0
Maximum	96
Zeros	27910
Zeros (%)	55.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	9
Maximum	96
Range	96
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.315577505
Coefficient of variation (CV)	2.278479829
Kurtosis	70.16146989
Mean	1.89406
Median Absolute Deviation (MAD)	0
Skewness	6.135574759
Sum	94703
Variance	18.6242092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27910	55.8%
1	7334	14.7%
2	3998	8.0%
3	2721	5.4%
4	1816	3.6%
5	1351	2.7%
6	939	1.9%
7	716	1.4%
8	524	1.0%
10	433	0.9%
Other values (48)	2258	4.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27910	55.8%
1	7334	14.7%
2	3998	8.0%
3	2721	5.4%
4	1816	3.6%

Value	Count	Frequency (%)
96	7	< 0.1%
79	3	< 0.1%
74	1	< 0.1%
72	5	< 0.1%
65	1	< 0.1%

DigitalGoods_1m
Real number (ℝ)

Distinct	31
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.21066

Minimum	0
Maximum	60
Zeros	46387
Zeros (%)	92.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	60
Range	60
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.675547228
Coefficient of variation (CV)	7.953798671
Kurtosis	478.5131011
Mean	0.21066
Median Absolute Deviation (MAD)	0
Skewness	19.18152645
Sum	10533
Variance	2.807458514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	46387	92.8%
1	2193	4.4%
2	622	1.2%
3	199	0.4%
4	128	0.3%
5	101	0.2%
6	54	0.1%
7	51	0.1%
9	34	0.1%
10	33	0.1%
Other values (21)	198	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46387	92.8%
1	2193	4.4%
2	622	1.2%
3	199	0.4%
4	128	0.3%

Value	Count	Frequency (%)
60	2	< 0.1%
57	7	< 0.1%
45	1	< 0.1%
39	26	0.1%
34	8	< 0.1%

Alcohol_1m
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15902

Minimum	0
Maximum	46
Zeros	46220
Zeros (%)	92.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	46
Range	46
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.861897614
Coefficient of variation (CV)	5.420057942
Kurtosis	598.9823221
Mean	0.15902
Median Absolute Deviation (MAD)	0
Skewness	16.80135382
Sum	7951
Variance	0.7428674969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	46220	92.4%
1	2162	4.3%
2	783	1.6%
3	312	0.6%
4	198	0.4%
5	114	0.2%
6	76	0.2%
7	39	0.1%
8	20	< 0.1%
10	15	< 0.1%
Other values (14)	61	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46220	92.4%
1	2162	4.3%
2	783	1.6%
3	312	0.6%
4	198	0.4%

Value	Count	Frequency (%)
46	3	< 0.1%
29	1	< 0.1%
24	2	< 0.1%
20	1	< 0.1%
19	1	< 0.1%

Books_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0702

Minimum	0
Maximum	24
Zeros	47598
Zeros (%)	95.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4855478093
Coefficient of variation (CV)	6.91663546
Kurtosis	961.3418814
Mean	0.0702
Median Absolute Deviation (MAD)	0
Skewness	24.29408508
Sum	3510
Variance	0.2357566751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	47598	95.2%
1	1887	3.8%
2	331	0.7%
3	79	0.2%
4	58	0.1%
5	13	< 0.1%
6	12	< 0.1%
24	6	< 0.1%
17	6	< 0.1%
13	5	< 0.1%
Other values (2)	5	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47598	95.2%
1	1887	3.8%
2	331	0.7%
3	79	0.2%
4	58	0.1%

Value	Count	Frequency (%)
24	6	< 0.1%
17	6	< 0.1%
13	5	< 0.1%
10	2	< 0.1%
8	3	< 0.1%

Jewelry_1m
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06568

Minimum	0
Maximum	16
Zeros	47539
Zeros (%)	95.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3374735773
Coefficient of variation (CV)	5.138148253
Kurtosis	246.9610492
Mean	0.06568
Median Absolute Deviation (MAD)	0
Skewness	9.938496392
Sum	3284
Variance	0.1138884154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	47539	95.1%
1	1868	3.7%
2	443	0.9%
3	110	0.2%
4	28	0.1%
5	6	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
16	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47539	95.1%
1	1868	3.7%
2	443	0.9%
3	110	0.2%
4	28	0.1%

Value	Count	Frequency (%)
16	2	< 0.1%
7	2	< 0.1%
6	2	< 0.1%
5	6	< 0.1%
4	28	0.1%

DirectM_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03162

Minimum	0
Maximum	16
Zeros	48713
Zeros (%)	97.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	16
Range	16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2486391201
Coefficient of variation (CV)	7.863349781
Kurtosis	830.2001144
Mean	0.03162
Median Absolute Deviation (MAD)	0
Skewness	20.70773763
Sum	1581
Variance	0.06182141203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	48713	97.4%
1	1139	2.3%
2	98	0.2%
3	18	< 0.1%
4	15	< 0.1%
5	8	< 0.1%
8	5	< 0.1%
12	3	< 0.1%
16	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48713	97.4%
1	1139	2.3%
2	98	0.2%
3	18	< 0.1%
4	15	< 0.1%

Value	Count	Frequency (%)
16	1	< 0.1%
12	3	< 0.1%
8	5	< 0.1%
5	8	< 0.1%
4	15	< 0.1%

Cash_1m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

QuasiCash_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00052

Minimum	0
Maximum	3
Zeros	49979
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	3
Range	3
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0282797736
Coefficient of variation (CV)	54.38418
Kurtosis	6121.55337
Mean	0.00052
Median Absolute Deviation (MAD)	0
Skewness	70.69349454
Sum	26
Variance	0.0007997455949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	49979	> 99.9%
1	18	< 0.1%
3	2	< 0.1%
2	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49979	> 99.9%
1	18	< 0.1%
2	1	< 0.1%
3	2	< 0.1%

Value	Count	Frequency (%)
3	2	< 0.1%
2	1	< 0.1%
1	18	< 0.1%
0	49979	> 99.9%

FS_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00058

Minimum	0
Maximum	1
Zeros	49971
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.02407644479
Coefficient of variation (CV)	41.5111117
Kurtosis	1719.310558
Mean	0.00058
Median Absolute Deviation (MAD)	0
Skewness	41.48785106
Sum	29
Variance	0.0005796751935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	49971	99.9%
1	29	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49971	99.9%
1	29	0.1%

Value	Count	Frequency (%)
1	29	0.1%
0	49971	99.9%

RentPayments_1m
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22996

Minimum	0
Maximum	5
Zeros	41830
Zeros (%)	83.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5617514661
Coefficient of variation (CV)	2.442822518
Kurtosis	5.363768354
Mean	0.22996
Median Absolute Deviation (MAD)	0
Skewness	2.45732873
Sum	11498
Variance	0.3155647097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	41830	83.7%
1	4945	9.9%
2	3151	6.3%
3	47	0.1%
4	25	0.1%
5	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41830	83.7%
1	4945	9.9%
2	3151	6.3%
3	47	0.1%
4	25	0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
4	25	0.1%
3	47	0.1%
2	3151	6.3%
1	4945	9.9%

WalletLoad_1m
Real number (ℝ)

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40908

Minimum	0
Maximum	86
Zeros	43000
Zeros (%)	86.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.841119591
Coefficient of variation (CV)	4.500634572
Kurtosis	415.6964358
Mean	0.40908
Median Absolute Deviation (MAD)	0
Skewness	14.618551
Sum	20454
Variance	3.389721348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	43000	86.0%
1	3260	6.5%
2	1427	2.9%
3	771	1.5%
4	421	0.8%
5	318	0.6%
6	197	0.4%
7	131	0.3%
8	100	0.2%
11	70	0.1%
Other values (32)	305	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43000	86.0%
1	3260	6.5%
2	1427	2.9%
3	771	1.5%
4	421	0.8%

Value	Count	Frequency (%)
86	2	< 0.1%
73	1	< 0.1%
67	1	< 0.1%
63	2	< 0.1%
56	1	< 0.1%

BusinessServ_1m
Real number (ℝ)

Distinct	37
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60752

Minimum	0
Maximum	89
Zeros	36948
Zeros (%)	73.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	89
Range	89
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.407229807
Coefficient of variation (CV)	3.962387752
Kurtosis	392.7975466
Mean	0.60752
Median Absolute Deviation (MAD)	0
Skewness	16.14891128
Sum	30376
Variance	5.794755345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	36948	73.9%
1	7457	14.9%
2	2855	5.7%
3	1159	2.3%
4	572	1.1%
5	279	0.6%
6	180	0.4%
7	112	0.2%
8	82	0.2%
9	49	0.1%
Other values (27)	307	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36948	73.9%
1	7457	14.9%
2	2855	5.7%
3	1159	2.3%
4	572	1.1%

Value	Count	Frequency (%)
89	5	< 0.1%
74	4	< 0.1%
52	11	< 0.1%
48	14	< 0.1%
39	16	< 0.1%

ProfServ_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10514

Minimum	0
Maximum	42
Zeros	47143
Zeros (%)	94.3%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9035606835
Coefficient of variation (CV)	8.593881335
Kurtosis	1026.527155
Mean	0.10514
Median Absolute Deviation (MAD)	0
Skewness	27.49568756
Sum	5257
Variance	0.8164219088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	47143	94.3%
1	2109	4.2%
2	476	1.0%
3	101	0.2%
4	53	0.1%
20	34	0.1%
5	15	< 0.1%
8	15	< 0.1%
6	11	< 0.1%
42	9	< 0.1%
Other values (9)	34	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47143	94.3%
1	2109	4.2%
2	476	1.0%
3	101	0.2%
4	53	0.1%

Value	Count	Frequency (%)
42	9	< 0.1%
29	1	< 0.1%
20	34	0.1%
15	1	< 0.1%
14	2	< 0.1%

Education_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20048

Minimum	0
Maximum	62
Zeros	44712
Zeros (%)	89.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	62
Range	62
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.332502638
Coefficient of variation (CV)	6.646561444
Kurtosis	1188.321691
Mean	0.20048
Median Absolute Deviation (MAD)	0
Skewness	29.11196446
Sum	10024
Variance	1.775563281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	44712	89.4%
1	3569	7.1%
2	1099	2.2%
3	266	0.5%
4	128	0.3%
5	61	0.1%
7	27	0.1%
23	26	0.1%
6	24	< 0.1%
8	17	< 0.1%
Other values (12)	71	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44712	89.4%
1	3569	7.1%
2	1099	2.2%
3	266	0.5%
4	128	0.3%

Value	Count	Frequency (%)
62	12	< 0.1%
27	7	< 0.1%
23	26	0.1%
20	3	< 0.1%
19	5	< 0.1%

GovtServices_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	32
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60268

Minimum	0
Maximum	388
Zeros	41869
Zeros (%)	83.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	388
Range	388
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.196283245
Coefficient of variation (CV)	11.9404713
Kurtosis	1502.741409
Mean	0.60268
Median Absolute Deviation (MAD)	0
Skewness	35.99012688
Sum	30134
Variance	51.78649255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	41869	83.7%
1	4228	8.5%
2	1753	3.5%
3	765	1.5%
4	478	1.0%
5	262	0.5%
6	127	0.3%
7	121	0.2%
9	49	0.1%
8	47	0.1%
Other values (22)	301	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41869	83.7%
1	4228	8.5%
2	1753	3.5%
3	765	1.5%
4	478	1.0%

Value	Count	Frequency (%)
388	6	< 0.1%
212	33	0.1%
128	2	< 0.1%
66	5	< 0.1%
63	10	< 0.1%

Agri_amt_1m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

Contract_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	111
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	112.435134

Minimum	0
Maximum	440000
Zeros	49798
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	440000
Range	440000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4112.885925
Coefficient of variation (CV)	36.58007759
Kurtosis	5464.972954
Mean	112.435134
Median Absolute Deviation (MAD)	0
Skewness	64.54806412
Sum	5621756.7
Variance	16915830.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49798	99.6%
1155	6	< 0.1%
199	6	< 0.1%
100000	5	< 0.1%
5000	5	< 0.1%
409	4	< 0.1%
82620	4	< 0.1%
4000	4	< 0.1%
8084	4	< 0.1%
80000	4	< 0.1%
Other values (101)	160	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49798	99.6%
100	1	< 0.1%
105	1	< 0.1%
160	1	< 0.1%
177	1	< 0.1%

Value	Count	Frequency (%)
440000	1	< 0.1%
400000	1	< 0.1%
300000	1	< 0.1%
240200	1	< 0.1%
149000	1	< 0.1%

Airline_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	828
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1940.360609

Minimum	0
Maximum	1126000
Zeros	47940
Zeros (%)	95.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1126000
Range	1126000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22353.52351
Coefficient of variation (CV)	11.5202934
Kurtosis	791.933801
Mean	1940.360609
Median Absolute Deviation (MAD)	0
Skewness	23.81293327
Sum	97018030.43
Variance	499680013.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47940	95.9%
200	38	0.1%
150	36	0.1%
170811	33	0.1%
250	30	0.1%
300	22	< 0.1%
450	22	< 0.1%
180561	20	< 0.1%
1000	18	< 0.1%
1900	16	< 0.1%
Other values (818)	1825	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47940	95.9%
50	2	< 0.1%
99	3	< 0.1%
100	14	< 0.1%
150	36	0.1%

Value	Count	Frequency (%)
1126000	2	< 0.1%
951246	2	< 0.1%
795029.67	8	< 0.1%
763930	1	< 0.1%
579881	2	< 0.1%

transport_amt_1m
Real number (ℝ)

Distinct	3598
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2854.610835

Minimum	0
Maximum	1019060
Zeros	42622
Zeros (%)	85.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	9149.98
Maximum	1019060
Range	1019060
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22211.82309
Coefficient of variation (CV)	7.781033693
Kurtosis	477.8016997
Mean	2854.610835
Median Absolute Deviation (MAD)	0
Skewness	18.87638663
Sum	142730541.8
Variance	493365085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42622	85.2%
2	129	0.3%
1000	99	0.2%
500	58	0.1%
2000	52	0.1%
1	40	0.1%
1500	34	0.1%
200	32	0.1%
3000	29	0.1%
100	28	0.1%
Other values (3588)	6877	13.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42622	85.2%
1	40	0.1%
2	129	0.3%
2.8	1	< 0.1%
3	5	< 0.1%

Value	Count	Frequency (%)
1019060	1	< 0.1%
621273.75	25	0.1%
554867.5	1	< 0.1%
485167.3	5	< 0.1%
469000	1	< 0.1%

Insurance_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	3821
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4530.527613

Minimum	0
Maximum	1499400
Zeros	43650
Zeros (%)	87.3%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	21383
Maximum	1499400
Range	1499400
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	31811.01473
Coefficient of variation (CV)	7.02148126
Kurtosis	875.5214758
Mean	4530.527613
Median Absolute Deviation (MAD)	0
Skewness	24.36113882
Sum	226526380.6
Variance	1011940658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43650	87.3%
301502	33	0.1%
5000	31	0.1%
10000	27	0.1%
52250	25	0.1%
887	20	< 0.1%
102250	17	< 0.1%
100000	14	< 0.1%
189.15	14	< 0.1%
3801	14	< 0.1%
Other values (3811)	6155	12.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43650	87.3%
1	1	< 0.1%
2	2	< 0.1%
31	2	< 0.1%
60	1	< 0.1%

Value	Count	Frequency (%)
1499400	1	< 0.1%
1424909	5	< 0.1%
1270273.52	2	< 0.1%
1187200.8	4	< 0.1%
1025000	1	< 0.1%

Hotels_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	3524
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2884.816496

Minimum	0
Maximum	1907180
Zeros	42350
Zeros (%)	84.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10000
Maximum	1907180
Range	1907180
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26387.0404
Coefficient of variation (CV)	9.146869632
Kurtosis	2065.809682
Mean	2884.816496
Median Absolute Deviation (MAD)	0
Skewness	37.30334908
Sum	144240824.8
Variance	696275901.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42350	84.7%
3000	45	0.1%
5000	33	0.1%
4000	31	0.1%
10000	28	0.1%
2000	27	0.1%
500	24	< 0.1%
1000	23	< 0.1%
1500	21	< 0.1%
4907.22	20	< 0.1%
Other values (3514)	7398	14.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42350	84.7%
1	1	< 0.1%
2	10	< 0.1%
4	1	< 0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
1907180	2	< 0.1%
1619913.87	2	< 0.1%
1059961.12	7	< 0.1%
727800	2	< 0.1%
500255	1	< 0.1%

Railways_amt_1m
Real number (ℝ)

Distinct	3705
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2692.439748

Minimum	0
Maximum	528866.72
Zeros	43568
Zeros (%)	87.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10846
Maximum	528866.72
Range	528866.72
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19035.23855
Coefficient of variation (CV)	7.069884687
Kurtosis	370.8320888
Mean	2692.439748
Median Absolute Deviation (MAD)	0
Skewness	16.92727723
Sum	134621987.4
Variance	362340306.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43568	87.1%
500	26	0.1%
39747.7	25	0.1%
200	23	< 0.1%
528866.72	20	< 0.1%
100	20	< 0.1%
300	15	< 0.1%
36000	14	< 0.1%
102.12	12	< 0.1%
478.28	12	< 0.1%
Other values (3695)	6265	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43568	87.1%
10	1	< 0.1%
10.18	4	< 0.1%
12.46	1	< 0.1%
15.32	1	< 0.1%

Value	Count	Frequency (%)
528866.72	20	< 0.1%
464415	4	< 0.1%
450000	2	< 0.1%
438045	2	< 0.1%
360731	10	< 0.1%

Airports_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0220772

Minimum	0
Maximum	5200
Zeros	49969
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5200
Range	5200
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	94.19555942
Coefficient of variation (CV)	46.5835624
Kurtosis	2562.249108
Mean	2.0220772
Median Absolute Deviation (MAD)	0
Skewness	50.09701966
Sum	101103.86
Variance	8872.803414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	49969	99.9%
4800	12	< 0.1%
750	3	< 0.1%
600	3	< 0.1%
5200	3	< 0.1%
1920	2	< 0.1%
3350.93	2	< 0.1%
5015	2	< 0.1%
150	1	< 0.1%
1032	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49969	99.9%
150	1	< 0.1%
600	3	< 0.1%
750	3	< 0.1%
900	1	< 0.1%

Value	Count	Frequency (%)
5200	3	< 0.1%
5015	2	< 0.1%
4800	12	< 0.1%
3350.93	2	< 0.1%
1920	2	< 0.1%

Utility_amt_1m
Real number (ℝ)

Distinct	9121
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8443.610838

Minimum	0
Maximum	1254359.37
Zeros	29041
Zeros (%)	58.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2185.5
95-th percentile	30219.1135
Maximum	1254359.37
Range	1254359.37
Interquartile range (IQR)	2185.5

Descriptive statistics

Standard deviation	49511.556
Coefficient of variation (CV)	5.863789431
Kurtosis	354.4779543
Mean	8443.610838
Median Absolute Deviation (MAD)	0
Skewness	16.41213199
Sum	422180541.9
Variance	2451394177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29041	58.1%
649	321	0.6%
199	199	0.4%
1178.82	191	0.4%
470.82	152	0.3%
2	109	0.2%
499	107	0.2%
4000	97	0.2%
666	90	0.2%
179	81	0.2%
Other values (9111)	19612	39.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29041	58.1%
1	7	< 0.1%
1.18	1	< 0.1%
2	109	0.2%
4	8	< 0.1%

Value	Count	Frequency (%)
1254359.37	34	0.1%
1084581.17	6	< 0.1%
1081000	2	< 0.1%
1004000	5	< 0.1%
981095.4	3	< 0.1%

Retail_amt_1m
Real number (ℝ)

Distinct	6892
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5016.588801

Minimum	0
Maximum	1181801.25
Zeros	33810
Zeros (%)	67.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1129
95-th percentile	19422.8
Maximum	1181801.25
Range	1181801.25
Interquartile range (IQR)	1129

Descriptive statistics

Standard deviation	27788.98853
Coefficient of variation (CV)	5.539419241
Kurtosis	307.0039721
Mean	5016.588801
Median Absolute Deviation (MAD)	0
Skewness	14.66204411
Sum	250829440.1
Variance	772227883.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33810	67.6%
4000	139	0.3%
5000	98	0.2%
10000	84	0.2%
1000	82	0.2%
500	72	0.1%
2000	67	0.1%
3000	62	0.1%
20000	41	0.1%
300	41	0.1%
Other values (6882)	15504	31.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33810	67.6%
1	5	< 0.1%
2	32	0.1%
4	2	< 0.1%
4.5	1	< 0.1%

Value	Count	Frequency (%)
1181801.25	1	< 0.1%
770777.19	1	< 0.1%
739538.3	2	< 0.1%
725899	11	< 0.1%
700000	1	< 0.1%

Medical_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	4713
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2680.438368

Minimum	0
Maximum	1000000
Zeros	38877
Zeros (%)	77.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	9201
Maximum	1000000
Range	1000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19904.54887
Coefficient of variation (CV)	7.425855825
Kurtosis	791.0314578
Mean	2680.438368
Median Absolute Deviation (MAD)	0
Skewness	23.06243138
Sum	134021918.4
Variance	396191065.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38877	77.8%
1000	60	0.1%
1	59	0.1%
600	57	0.1%
1200	53	0.1%
700	50	0.1%
500	49	0.1%
800	49	0.1%
10000	48	0.1%
2000	43	0.1%
Other values (4703)	10655	21.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38877	77.8%
1	59	0.1%
1.74	1	< 0.1%
2	8	< 0.1%
2.09	1	< 0.1%

Value	Count	Frequency (%)
1000000	3	< 0.1%
839527	2	< 0.1%
641090	3	< 0.1%
640000	2	< 0.1%
627682	3	< 0.1%

Fuel_amt_1m
Real number (ℝ)

Distinct	10483
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3385.910146

Minimum	0
Maximum	209341.42
Zeros	27687
Zeros (%)	55.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3541.3
95-th percentile	15520.74
Maximum	209341.42
Range	209341.42
Interquartile range (IQR)	3541.3

Descriptive statistics

Standard deviation	8724.61551
Coefficient of variation (CV)	2.576741595
Kurtosis	93.98430096
Mean	3385.910146
Median Absolute Deviation (MAD)	0
Skewness	7.443950529
Sum	169295507.3
Variance	76118915.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27687	55.4%
3035.4	330	0.7%
2023.6	308	0.6%
1011.8	249	0.5%
1010	242	0.5%
2020	240	0.5%
4047.2	167	0.3%
2529.5	158	0.3%
15177	143	0.3%
505	140	0.3%
Other values (10473)	20336	40.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27687	55.4%
41.36	2	< 0.1%
50.5	1	< 0.1%
60.71	2	< 0.1%
91.06	1	< 0.1%

Value	Count	Frequency (%)
209341.42	3	< 0.1%
191533.74	2	< 0.1%
179290.96	3	< 0.1%
173523.7	2	< 0.1%
158587.52	1	< 0.1%

DeptStores_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	11350
Distinct (%)	22.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5049.597079

Minimum	0
Maximum	1938149.5
Zeros	27906
Zeros (%)	55.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2542.71
95-th percentile	13212.324
Maximum	1938149.5
Range	1938149.5
Interquartile range (IQR)	2542.71

Descriptive statistics

Standard deviation	30571.93462
Coefficient of variation (CV)	6.054331494
Kurtosis	1107.850284
Mean	5049.597079
Median Absolute Deviation (MAD)	0
Skewness	24.24559308
Sum	252479853.9
Variance	934643186.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27906	55.8%
3000	52	0.1%
5000	39	0.1%
10000	38	0.1%
2000	35	0.1%
10287	33	0.1%
1500	31	0.1%
20000	29	0.1%
40000	29	0.1%
100000	28	0.1%
Other values (11340)	21780	43.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27906	55.8%
1	4	< 0.1%
1.05	1	< 0.1%
1.69	1	< 0.1%
1.7	1	< 0.1%

Value	Count	Frequency (%)
1938149.5	3	< 0.1%
817900	1	< 0.1%
759935.5	8	< 0.1%
727475.8	4	< 0.1%
546292.69	4	< 0.1%

Food_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	2944
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	632.4781872

Minimum	0
Maximum	425795
Zeros	40586
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2233
Maximum	425795
Range	425795
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6412.566294
Coefficient of variation (CV)	10.13879439
Kurtosis	1797.498967
Mean	632.4781872
Median Absolute Deviation (MAD)	0
Skewness	35.66319458
Sum	31623909.36
Variance	41121006.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	40586	81.2%
2	68	0.1%
500	68	0.1%
1000	39	0.1%
200	37	0.1%
280	37	0.1%
3000	35	0.1%
290	35	0.1%
400	35	0.1%
450	34	0.1%
Other values (2934)	9026	18.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40586	81.2%
1	1	< 0.1%
2	68	0.1%
4	8	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
425795	3	< 0.1%
368838	1	< 0.1%
300000	2	< 0.1%
215400	1	< 0.1%
211000	3	< 0.1%

Auto_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	981
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1125.258359

Minimum	0
Maximum	800000
Zeros	47966
Zeros (%)	95.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	800000
Range	800000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	17153.09059
Coefficient of variation (CV)	15.24369088
Kurtosis	980.4680534
Mean	1125.258359
Median Absolute Deviation (MAD)	0
Skewness	28.59649908
Sum	56262917.96
Variance	294228516.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47966	95.9%
405478.09	33	0.1%
10000	33	0.1%
3000	26	0.1%
21000	19	< 0.1%
2500	15	< 0.1%
1200	13	< 0.1%
3800	12	< 0.1%
20000	12	< 0.1%
6500	12	< 0.1%
Other values (971)	1859	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47966	95.9%
59	2	< 0.1%
66	1	< 0.1%
84	1	< 0.1%
100	1	< 0.1%

Value	Count	Frequency (%)
800000	4	< 0.1%
709100	4	< 0.1%
619991	4	< 0.1%
405478.09	33	0.1%
364000	1	< 0.1%

ClothStores_amt_1m
Real number (ℝ)

Distinct	7935
Distinct (%)	15.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4652.230616

Minimum	0
Maximum	603800
Zeros	31985
Zeros (%)	64.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3056
95-th percentile	21521.05
Maximum	603800
Range	603800
Interquartile range (IQR)	3056

Descriptive statistics

Standard deviation	16866.19586
Coefficient of variation (CV)	3.625399782
Kurtosis	241.5658057
Mean	4652.230616
Median Absolute Deviation (MAD)	0
Skewness	11.93664938
Sum	232611530.8
Variance	284468562.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31985	64.0%
3000	54	0.1%
5000	49	0.1%
699	48	0.1%
400	43	0.1%
1000	40	0.1%
2999	38	0.1%
999	34	0.1%
3150	33	0.1%
2000	33	0.1%
Other values (7925)	17643	35.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31985	64.0%
1	4	< 0.1%
2	14	< 0.1%
3.1	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
603800	3	< 0.1%
599000	1	< 0.1%
374660	1	< 0.1%
364011	9	< 0.1%
330000	1	< 0.1%

MiscServices_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	3091
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1180.529477

Minimum	0
Maximum	449080
Zeros	41405
Zeros (%)	82.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4900
Maximum	449080
Range	449080
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8592.298051
Coefficient of variation (CV)	7.27834266
Kurtosis	838.4218734
Mean	1180.529477
Median Absolute Deviation (MAD)	0
Skewness	23.69752565
Sum	59026473.83
Variance	73827585.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41405	82.8%
2	389	0.8%
500	58	0.1%
600	55	0.1%
1000	54	0.1%
5000	54	0.1%
199	50	0.1%
10000	45	0.1%
2500	44	0.1%
3000	43	0.1%
Other values (3081)	7803	15.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41405	82.8%
1	4	< 0.1%
1.01	1	< 0.1%
2	389	0.8%
3	1	< 0.1%

Value	Count	Frequency (%)
449080	3	< 0.1%
340665.7	2	< 0.1%
305500	2	< 0.1%
264000	3	< 0.1%
258000	2	< 0.1%

HomeF_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	628
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	493.2986082

Minimum	0
Maximum	500000
Zeros	48659
Zeros (%)	97.3%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	500000
Range	500000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7444.247378
Coefficient of variation (CV)	15.09075285
Kurtosis	2643.744869
Mean	493.2986082
Median Absolute Deviation (MAD)	0
Skewness	44.04943211
Sum	24664930.41
Variance	55416819.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48659	97.3%
5000	26	0.1%
15000	11	< 0.1%
3494.03	11	< 0.1%
13050	9	< 0.1%
2000	9	< 0.1%
4200	9	< 0.1%
14871	8	< 0.1%
25000	8	< 0.1%
12670	8	< 0.1%
Other values (618)	1242	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48659	97.3%
1	1	< 0.1%
90	1	< 0.1%
92	1	< 0.1%
116	1	< 0.1%

Value	Count	Frequency (%)
500000	6	< 0.1%
345172	1	< 0.1%
264700	1	< 0.1%
254630	1	< 0.1%
203800	1	< 0.1%

Electronics_amt_1m
Real number (ℝ)

Distinct	5144
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3638.247164

Minimum	0
Maximum	703690
Zeros	38735
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	16449.64
Maximum	703690
Range	703690
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20981.03527
Coefficient of variation (CV)	5.766797671
Kurtosis	311.8931869
Mean	3638.247164
Median Absolute Deviation (MAD)	0
Skewness	14.98094777
Sum	181912358.2
Variance	440203841.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38735	77.5%
1499	54	0.1%
2000	45	0.1%
10000	40	0.1%
5000	38	0.1%
299	36	0.1%
18840.76	34	0.1%
999	29	0.1%
2999	29	0.1%
399	28	0.1%
Other values (5134)	10932	21.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38735	77.5%
0.57	1	< 0.1%
1	14	< 0.1%
2	2	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
703690	3	< 0.1%
540264	13	< 0.1%
513473.54	2	< 0.1%
442395	4	< 0.1%
439959	3	< 0.1%

MusicStores_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	139
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.7988864

Minimum	0
Maximum	84846
Zeros	49582
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	84846
Range	84846
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	986.7304697
Coefficient of variation (CV)	32.03786192
Kurtosis	5572.01065
Mean	30.7988864
Median Absolute Deviation (MAD)	0
Skewness	68.34431396
Sum	1539944.32
Variance	973637.0198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49582	99.2%
99	25	0.1%
5000	17	< 0.1%
2000	15	< 0.1%
75	14	< 0.1%
449	13	< 0.1%
269	11	< 0.1%
149	10	< 0.1%
169	9	< 0.1%
195	9	< 0.1%
Other values (129)	295	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49582	99.2%
5	3	< 0.1%
15	5	< 0.1%
18	6	< 0.1%
47	1	< 0.1%

Value	Count	Frequency (%)
84846	5	< 0.1%
39000	1	< 0.1%
26568	1	< 0.1%
21000	3	< 0.1%
20246.27	1	< 0.1%

Restaurants_amt_1m
Real number (ℝ)

Distinct	9381
Distinct (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2390.744822

Minimum	0
Maximum	398000
Zeros	27910
Zeros (%)	55.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1541
95-th percentile	10500.5
Maximum	398000
Range	398000
Interquartile range (IQR)	1541

Descriptive statistics

Standard deviation	9801.232451
Coefficient of variation (CV)	4.09965646
Kurtosis	366.5901605
Mean	2390.744822
Median Absolute Deviation (MAD)	0
Skewness	15.74752972
Sum	119537241.1
Variance	96064157.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27910	55.8%
2	400	0.8%
4	69	0.1%
1000	54	0.1%
300	52	0.1%
315	44	0.1%
500	33	0.1%
220	33	0.1%
240	33	0.1%
700	31	0.1%
Other values (9371)	21341	42.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27910	55.8%
1	4	< 0.1%
2	400	0.8%
3	1	< 0.1%
4	69	0.1%

Value	Count	Frequency (%)
398000	1	< 0.1%
375000	1	< 0.1%
300000	1	< 0.1%
270843	5	< 0.1%
252209	1	< 0.1%

DigitalGoods_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	1019
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1176.057311

Minimum	0
Maximum	884000
Zeros	46387
Zeros (%)	92.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	210
Maximum	884000
Range	884000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20145.42446
Coefficient of variation (CV)	17.12962819
Kurtosis	1255.537034
Mean	1176.057311
Median Absolute Deviation (MAD)	0
Skewness	32.85823397
Sum	58802865.53
Variance	405838126.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46387	92.8%
130	188	0.4%
129	144	0.3%
189	122	0.2%
2	109	0.2%
1300	70	0.1%
99	63	0.1%
200	57	0.1%
299	48	0.1%
20	42	0.1%
Other values (1009)	2770	5.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46387	92.8%
1	13	< 0.1%
2	109	0.2%
3	2	< 0.1%
4	12	< 0.1%

Value	Count	Frequency (%)
884000	2	< 0.1%
815000	20	< 0.1%
410196.3	8	< 0.1%
306375.49	2	< 0.1%
247049.73	7	< 0.1%

Alcohol_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	1167
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	332.2385978

Minimum	0
Maximum	200000
Zeros	46220
Zeros (%)	92.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1140
Maximum	200000
Range	200000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3051.799615
Coefficient of variation (CV)	9.185566142
Kurtosis	1863.538122
Mean	332.2385978
Median Absolute Deviation (MAD)	0
Skewness	35.180207
Sum	16611929.89
Variance	9313480.891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46220	92.4%
360	37	0.1%
480	30	0.1%
600	28	0.1%
540	27	0.1%
720	27	0.1%
1200	24	< 0.1%
900	22	< 0.1%
510	21	< 0.1%
3000	20	< 0.1%
Other values (1157)	3544	7.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46220	92.4%
90	2	< 0.1%
100	1	< 0.1%
110	1	< 0.1%
115	2	< 0.1%

Value	Count	Frequency (%)
200000	2	< 0.1%
199994	2	< 0.1%
150750	1	< 0.1%
141800	1	< 0.1%
104000	1	< 0.1%

Books_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	1104
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	300.435107

Minimum	0
Maximum	309000
Zeros	47598
Zeros (%)	95.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	309000
Range	309000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4717.216042
Coefficient of variation (CV)	15.70128102
Kurtosis	2036.081226
Mean	300.435107
Median Absolute Deviation (MAD)	0
Skewness	40.21348698
Sum	15021755.35
Variance	22252127.19
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47598	95.2%
40000	20	< 0.1%
450	17	< 0.1%
160	13	< 0.1%
300	13	< 0.1%
400	13	< 0.1%
250	12	< 0.1%
1500	12	< 0.1%
73600	11	< 0.1%
4745.65	11	< 0.1%
Other values (1094)	2280	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47598	95.2%
1	1	< 0.1%
1.51	1	< 0.1%
10	5	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
309000	2	< 0.1%
265843.26	4	< 0.1%
250000	1	< 0.1%
178387	3	< 0.1%
159630	6	< 0.1%

Jewelry_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	1029
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1714.155457

Minimum	0
Maximum	1126230
Zeros	47539
Zeros (%)	95.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1126230
Range	1126230
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16593.554
Coefficient of variation (CV)	9.680308707
Kurtosis	808.8877932
Mean	1714.155457
Median Absolute Deviation (MAD)	0
Skewness	22.24473852
Sum	85707772.85
Variance	275346034.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47539	95.1%
10000	99	0.2%
5000	66	0.1%
2000	51	0.1%
3000	37	0.1%
20000	34	0.1%
6000	26	0.1%
15000	21	< 0.1%
30000	20	< 0.1%
25000	19	< 0.1%
Other values (1019)	2088	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47539	95.1%
10	2	< 0.1%
110	1	< 0.1%
119	3	< 0.1%
143	1	< 0.1%

Value	Count	Frequency (%)
1126230	1	< 0.1%
700000	1	< 0.1%
600000	3	< 0.1%
500000	1	< 0.1%
468000	3	< 0.1%

DirectM_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	418
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	217.1287112

Minimum	0
Maximum	1068694.49
Zeros	48713
Zeros (%)	97.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1068694.49
Range	1068694.49
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9061.686157
Coefficient of variation (CV)	41.73416821
Kurtosis	11699.2307
Mean	217.1287112
Median Absolute Deviation (MAD)	0
Skewness	102.1207067
Sum	10856435.56
Variance	82114156
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48713	97.4%
649	219	0.4%
199	187	0.4%
499	95	0.2%
149	57	0.1%
2	20	< 0.1%
3584	10	< 0.1%
651	8	< 0.1%
77.69	7	< 0.1%
22600	6	< 0.1%
Other values (408)	678	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	48713	97.4%
2	20	< 0.1%
49	4	< 0.1%
50	1	< 0.1%
77.69	7	< 0.1%

Value	Count	Frequency (%)
1068694.49	3	< 0.1%
297027.88	1	< 0.1%
276491.33	1	< 0.1%
276317.3	1	< 0.1%
272880.25	2	< 0.1%

Cash_amt_1m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

QuasiCash_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.7022194

Minimum	0
Maximum	149644.47
Zeros	49979
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	149644.47
Range	149644.47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	967.1283533
Coefficient of variation (CV)	111.1358274
Kurtosis	22946.11794
Mean	8.7022194
Median Absolute Deviation (MAD)	0
Skewness	149.0971175
Sum	435110.97
Variance	935337.2518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	49979	> 99.9%
3393.16	4	< 0.1%
4457.23	4	< 0.1%
5007.12	3	< 0.1%
149644.47	2	< 0.1%
21072.71	2	< 0.1%
8469.32	1	< 0.1%
3018.83	1	< 0.1%
5013.32	1	< 0.1%
27988.24	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49979	> 99.9%
754.41	1	< 0.1%
2009.57	1	< 0.1%
3018.83	1	< 0.1%
3393.16	4	< 0.1%

Value	Count	Frequency (%)
149644.47	2	< 0.1%
27988.24	1	< 0.1%
21072.71	2	< 0.1%
8469.32	1	< 0.1%
5013.32	1	< 0.1%

FS_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.116

Minimum	0
Maximum	200
Zeros	49971
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	200
Range	200
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.815288957
Coefficient of variation (CV)	41.5111117
Kurtosis	1719.310558
Mean	0.116
Median Absolute Deviation (MAD)	0
Skewness	41.48785106
Sum	5800
Variance	23.18700774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	49971	99.9%
200	29	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49971	99.9%
200	29	0.1%

Value	Count	Frequency (%)
200	29	0.1%
0	49971	99.9%

RentPayments_amt_1m
Real number (ℝ)

Distinct	3041
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6477.520894

Minimum	0
Maximum	1013828
Zeros	41830
Zeros (%)	83.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	47470
Maximum	1013828
Range	1013828
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22066.68076
Coefficient of variation (CV)	3.40665528
Kurtosis	139.3584426
Mean	6477.520894
Median Absolute Deviation (MAD)	0
Skewness	7.357924783
Sum	323876044.7
Variance	486938399.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41830	83.7%
20300	131	0.3%
10150	118	0.2%
30420	81	0.2%
25375	70	0.1%
5097.5	67	0.1%
15225	52	0.1%
40600	47	0.1%
30300	44	0.1%
20200	43	0.1%
Other values (3031)	7517	15.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41830	83.7%
10.2	1	< 0.1%
30	1	< 0.1%
40	1	< 0.1%
50	4	< 0.1%

Value	Count	Frequency (%)
1013828	1	< 0.1%
650914.87	1	< 0.1%
404000	1	< 0.1%
399960	1	< 0.1%
398950	2	< 0.1%

WalletLoad_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	2441
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1502.734164

Minimum	0
Maximum	676919.1
Zeros	43000
Zeros (%)	86.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10000
Maximum	676919.1
Range	676919.1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7989.728842
Coefficient of variation (CV)	5.316794568
Kurtosis	2119.799693
Mean	1502.734164
Median Absolute Deviation (MAD)	0
Skewness	29.75791273
Sum	75136708.22
Variance	63835766.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43000	86.0%
10230	107	0.2%
4000	104	0.2%
1000	104	0.2%
1023	93	0.2%
10430	88	0.2%
5115	84	0.2%
500	82	0.2%
20460	80	0.2%
2000	76	0.2%
Other values (2431)	6182	12.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43000	86.0%
1	2	< 0.1%
1.02	4	< 0.1%
2	22	< 0.1%
3.06	1	< 0.1%

Value	Count	Frequency (%)
676919.1	2	< 0.1%
280149.8	1	< 0.1%
143220	1	< 0.1%
141175.34	2	< 0.1%
139762	7	< 0.1%

BusinessServ_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	5707
Distinct (%)	11.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4310.405115

Minimum	0
Maximum	3150002
Zeros	36948
Zeros (%)	73.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	203.65
95-th percentile	8171.915
Maximum	3150002
Range	3150002
Interquartile range (IQR)	203.65

Descriptive statistics

Standard deviation	55370.9265
Coefficient of variation (CV)	12.84587528
Kurtosis	2318.990171
Mean	4310.405115
Median Absolute Deviation (MAD)	0
Skewness	42.98173804
Sum	215520255.8
Variance	3065939502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36948	73.9%
1000	66	0.1%
1499	56	0.1%
5000	46	0.1%
899	46	0.1%
500	45	0.1%
400	44	0.1%
600	44	0.1%
99	37	0.1%
1500	35	0.1%
Other values (5697)	12633	25.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36948	73.9%
1	12	< 0.1%
2	34	0.1%
4	4	< 0.1%
10	6	< 0.1%

Value	Count	Frequency (%)
3150002	11	< 0.1%
820861.95	1	< 0.1%
815000	14	< 0.1%
700898.68	6	< 0.1%
688000	13	< 0.1%

ProfServ_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	1059
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1118.518774

Minimum	0
Maximum	1200000
Zeros	47143
Zeros (%)	94.3%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	800
Maximum	1200000
Range	1200000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16841.95019
Coefficient of variation (CV)	15.05736924
Kurtosis	1756.225813
Mean	1118.518774
Median Absolute Deviation (MAD)	0
Skewness	36.72967912
Sum	55925938.72
Variance	283651286.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47143	94.3%
1500	46	0.1%
1000	46	0.1%
3000	42	0.1%
5000	35	0.1%
265703.89	34	0.1%
10000	34	0.1%
500	29	0.1%
2500	25	0.1%
600	23	< 0.1%
Other values (1049)	2543	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47143	94.3%
1	2	< 0.1%
10	2	< 0.1%
29	1	< 0.1%
40	1	< 0.1%

Value	Count	Frequency (%)
1200000	1	< 0.1%
1000000	1	< 0.1%
900000	1	< 0.1%
750000	6	< 0.1%
739668	3	< 0.1%

Education_amt_1m
Real number (ℝ)

Distinct	2387
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3479.155835

Minimum	0
Maximum	750000
Zeros	44712
Zeros (%)	89.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	15263.56
Maximum	750000
Range	750000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22623.1084
Coefficient of variation (CV)	6.502470563
Kurtosis	311.5787156
Mean	3479.155835
Median Absolute Deviation (MAD)	0
Skewness	14.84393027
Sum	173957791.7
Variance	511805033.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44712	89.4%
2	359	0.7%
10000	42	0.1%
68215.44	33	0.1%
455	31	0.1%
20000	30	0.1%
2000	27	0.1%
500	27	0.1%
15000	24	< 0.1%
5000	22	< 0.1%
Other values (2377)	4693	9.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44712	89.4%
1.03	1	< 0.1%
2	359	0.7%
4	6	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
750000	5	< 0.1%
557790	9	< 0.1%
512631.09	1	< 0.1%
507754	6	< 0.1%
486649	3	< 0.1%

GovtServices_amt_1m
Real number (ℝ)

SKEWED ZEROS

Distinct	4121
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8867.47297

Minimum	0
Maximum	7498137.78
Zeros	41869
Zeros (%)	83.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10838.399
Maximum	7498137.78
Range	7498137.78
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	196067.7281
Coefficient of variation (CV)	22.11089098
Kurtosis	1404.662761
Mean	8867.47297
Median Absolute Deviation (MAD)	0
Skewness	37.02388523
Sum	443373648.5
Variance	3.8442554 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41869	83.7%
50	89	0.2%
1526.55	50	0.1%
201.76	49	0.1%
504.4	47	0.1%
50445	47	0.1%
500	42	0.1%
2000	41	0.1%
200	33	0.1%
7498137.78	33	0.1%
Other values (4111)	7700	15.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41869	83.7%
5.06	2	< 0.1%
8.26	5	< 0.1%
10	7	< 0.1%
10.09	1	< 0.1%

Value	Count	Frequency (%)
7498137.78	33	0.1%
2417136	5	< 0.1%
1050000	1	< 0.1%
940491.33	3	< 0.1%
918041	6	< 0.1%

Agri_3m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

Contract_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01372

Minimum	0
Maximum	17
Zeros	49536
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	17
Range	17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1941456037
Coefficient of variation (CV)	14.15055421
Kurtosis	2097.9857
Mean	0.01372
Median Absolute Deviation (MAD)	0
Skewness	34.78914986
Sum	686
Variance	0.03769251545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	49536	99.1%
1	360	0.7%
2	56	0.1%
3	23	< 0.1%
4	14	< 0.1%
6	3	< 0.1%
5	3	< 0.1%
9	2	< 0.1%
7	1	< 0.1%
17	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49536	99.1%
1	360	0.7%
2	56	0.1%
3	23	< 0.1%
4	14	< 0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
14	1	< 0.1%
9	2	< 0.1%
7	1	< 0.1%
6	3	< 0.1%

Airline_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22376

Minimum	0
Maximum	86
Zeros	46359
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.227013842
Coefficient of variation (CV)	9.952689678
Kurtosis	1033.304052
Mean	0.22376
Median Absolute Deviation (MAD)	0
Skewness	29.50974303
Sum	11188
Variance	4.959590654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	46359	92.7%
1	1963	3.9%
2	743	1.5%
3	353	0.7%
4	149	0.3%
5	107	0.2%
6	59	0.1%
7	49	0.1%
10	38	0.1%
8	34	0.1%
Other values (20)	146	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46359	92.7%
1	1963	3.9%
2	743	1.5%
3	353	0.7%
4	149	0.3%

Value	Count	Frequency (%)
86	12	< 0.1%
80	14	< 0.1%
47	8	< 0.1%
38	2	< 0.1%
37	1	< 0.1%

transport_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.10542

Minimum	0
Maximum	199
Zeros	37570
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	199
Range	199
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.996150907
Coefficient of variation (CV)	5.424319179
Kurtosis	627.6198803
Mean	1.10542
Median Absolute Deviation (MAD)	0
Skewness	21.19144641
Sum	55271
Variance	35.9538257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37570	75.1%
1	5482	11.0%
2	2432	4.9%
3	1270	2.5%
4	745	1.5%
5	448	0.9%
6	330	0.7%
7	249	0.5%
8	198	0.4%
9	136	0.3%
Other values (63)	1140	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37570	75.1%
1	5482	11.0%
2	2432	4.9%
3	1270	2.5%
4	745	1.5%

Value	Count	Frequency (%)
199	25	0.1%
148	1	< 0.1%
122	1	< 0.1%
120	2	< 0.1%
106	1	< 0.1%

Insurance_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	46
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57774

Minimum	0
Maximum	348
Zeros	39445
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	348
Range	348
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.488919636
Coefficient of variation (CV)	7.769792011
Kurtosis	3666.095835
Mean	0.57774
Median Absolute Deviation (MAD)	0
Skewness	51.17353581
Sum	28887
Variance	20.1503995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	39445	78.9%
1	6145	12.3%
2	2214	4.4%
3	928	1.9%
4	443	0.9%
5	177	0.4%
6	119	0.2%
7	78	0.2%
12	42	0.1%
34	40	0.1%
Other values (36)	369	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39445	78.9%
1	6145	12.3%
2	2214	4.4%
3	928	1.9%
4	443	0.9%

Value	Count	Frequency (%)
348	5	< 0.1%
94	9	< 0.1%
91	7	< 0.1%
89	3	< 0.1%
73	2	< 0.1%

Hotels_3m
Real number (ℝ)

Distinct	33
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72448

Minimum	0
Maximum	65
Zeros	36891
Zeros (%)	73.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	65
Range	65
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.03482961
Coefficient of variation (CV)	2.808676029
Kurtosis	156.4901343
Mean	0.72448
Median Absolute Deviation (MAD)	0
Skewness	8.30915014
Sum	36224
Variance	4.14053154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	36891	73.8%
1	5807	11.6%
2	2897	5.8%
3	1494	3.0%
4	873	1.7%
5	569	1.1%
6	395	0.8%
7	281	0.6%
8	222	0.4%
10	119	0.2%
Other values (23)	452	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36891	73.8%
1	5807	11.6%
2	2897	5.8%
3	1494	3.0%
4	873	1.7%

Value	Count	Frequency (%)
65	6	< 0.1%
38	3	< 0.1%
36	1	< 0.1%
31	2	< 0.1%
29	3	< 0.1%

Railways_3m
Real number (ℝ)

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72686

Minimum	0
Maximum	88
Zeros	39278
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	88
Range	88
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.135737744
Coefficient of variation (CV)	4.314087642
Kurtosis	341.1364602
Mean	0.72686
Median Absolute Deviation (MAD)	0
Skewness	15.25758491
Sum	36343
Variance	9.832851197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	39278	78.6%
1	4539	9.1%
2	2330	4.7%
3	1261	2.5%
4	721	1.4%
5	388	0.8%
6	313	0.6%
7	208	0.4%
8	180	0.4%
10	155	0.3%
Other values (35)	627	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39278	78.6%
1	4539	9.1%
2	2330	4.7%
3	1261	2.5%
4	721	1.4%

Value	Count	Frequency (%)
88	20	< 0.1%
80	1	< 0.1%
67	10	< 0.1%
65	2	< 0.1%
61	4	< 0.1%

Airports_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00146

Minimum	0
Maximum	5
Zeros	49945
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04917231699
Coefficient of variation (CV)	33.67966917
Kurtosis	3033.124738
Mean	0.00146
Median Absolute Deviation (MAD)	0
Skewness	46.50959616
Sum	73
Variance	0.002417916758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	49945	99.9%
1	40	0.1%
2	14	< 0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49945	99.9%
1	40	0.1%
2	14	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
2	14	< 0.1%
1	40	0.1%
0	49945	99.9%

Utility_3m
Real number (ℝ)

Distinct	90
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5979

Minimum	0
Maximum	389
Zeros	20688
Zeros (%)	41.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	13
Maximum	389
Range	389
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	13.89091627
Coefficient of variation (CV)	3.860840009
Kurtosis	489.6128409
Mean	3.5979
Median Absolute Deviation (MAD)	1
Skewness	19.79756961
Sum	179895
Variance	192.9575547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	41.4%
1	7710	15.4%
2	4609	9.2%
3	3598	7.2%
4	2685	5.4%
5	2048	4.1%
6	1642	3.3%
7	1255	2.5%
8	891	1.8%
9	832	1.7%
Other values (80)	4042	8.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20688	41.4%
1	7710	15.4%
2	4609	9.2%
3	3598	7.2%
4	2685	5.4%

Value	Count	Frequency (%)
389	34	0.1%
285	19	< 0.1%
274	1	< 0.1%
269	4	< 0.1%
176	14	< 0.1%

Retail_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	71
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.84948

Minimum	0
Maximum	1044
Zeros	25725
Zeros (%)	51.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	7
Maximum	1044
Range	1044
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	9.256715263
Coefficient of variation (CV)	5.005036693
Kurtosis	4258.902872
Mean	1.84948
Median Absolute Deviation (MAD)	0
Skewness	52.81860742
Sum	92474
Variance	85.68677747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25725	51.4%
1	9248	18.5%
2	5028	10.1%
3	3046	6.1%
4	1920	3.8%
5	1258	2.5%
6	838	1.7%
7	675	1.4%
8	441	0.9%
9	401	0.8%
Other values (61)	1420	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25725	51.4%
1	9248	18.5%
2	5028	10.1%
3	3046	6.1%
4	1920	3.8%

Value	Count	Frequency (%)
1044	1	< 0.1%
470	2	< 0.1%
465	3	< 0.1%
378	2	< 0.1%
369	5	< 0.1%

Medical_3m
Real number (ℝ)

Distinct	52
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.43778

Minimum	0
Maximum	83
Zeros	32314
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	7
Maximum	83
Range	83
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.608189165
Coefficient of variation (CV)	2.509555819
Kurtosis	71.74185192
Mean	1.43778
Median Absolute Deviation (MAD)	0
Skewness	6.334131441
Sum	71889
Variance	13.01902905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32314	64.6%
1	5870	11.7%
2	3410	6.8%
3	2137	4.3%
4	1478	3.0%
5	1018	2.0%
6	752	1.5%
7	616	1.2%
8	470	0.9%
9	318	0.6%
Other values (42)	1617	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32314	64.6%
1	5870	11.7%
2	3410	6.8%
3	2137	4.3%
4	1478	3.0%

Value	Count	Frequency (%)
83	4	< 0.1%
65	3	< 0.1%
61	8	< 0.1%
58	4	< 0.1%
54	5	< 0.1%

Fuel_3m
Real number (ℝ)

Distinct	77
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.47412

Minimum	0
Maximum	193
Zeros	21967
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	14
Maximum	193
Range	193
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6.213805795
Coefficient of variation (CV)	1.788598492
Kurtosis	65.06113242
Mean	3.47412
Median Absolute Deviation (MAD)	1
Skewness	5.34325986
Sum	173706
Variance	38.61138245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21967	43.9%
1	5535	11.1%
2	3807	7.6%
3	3078	6.2%
4	2626	5.3%
5	2121	4.2%
6	1802	3.6%
7	1399	2.8%
8	1208	2.4%
9	1095	2.2%
Other values (67)	5362	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21967	43.9%
1	5535	11.1%
2	3807	7.6%
3	3078	6.2%
4	2626	5.3%

Value	Count	Frequency (%)
193	1	< 0.1%
138	3	< 0.1%
112	1	< 0.1%
110	4	< 0.1%
96	1	< 0.1%

DeptStores_3m
Real number (ℝ)

Distinct	92
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.76012

Minimum	0
Maximum	187
Zeros	20359
Zeros (%)	40.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	16
Maximum	187
Range	187
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.832164735
Coefficient of variation (CV)	2.082956059
Kurtosis	65.82871473
Mean	3.76012
Median Absolute Deviation (MAD)	1
Skewness	6.028340139
Sum	188006
Variance	61.34280444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20359	40.7%
1	7343	14.7%
2	4793	9.6%
3	3442	6.9%
4	2539	5.1%
5	1889	3.8%
6	1340	2.7%
7	1108	2.2%
8	943	1.9%
9	814	1.6%
Other values (82)	5430	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20359	40.7%
1	7343	14.7%
2	4793	9.6%
3	3442	6.9%
4	2539	5.1%

Value	Count	Frequency (%)
187	3	< 0.1%
140	5	< 0.1%
139	1	< 0.1%
133	1	< 0.1%
124	2	< 0.1%

Food_3m
Real number (ℝ)

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.91748

Minimum	0
Maximum	114
Zeros	34180
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	114
Range	114
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.608962741
Coefficient of variation (CV)	2.843618107
Kurtosis	433.8072451
Mean	0.91748
Median Absolute Deviation (MAD)	0
Skewness	13.85156464
Sum	45874
Variance	6.806686583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	34180	68.4%
1	6851	13.7%
2	3390	6.8%
3	1911	3.8%
4	1127	2.3%
5	723	1.4%
6	470	0.9%
7	316	0.6%
8	220	0.4%
9	194	0.4%
Other values (32)	618	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34180	68.4%
1	6851	13.7%
2	3390	6.8%
3	1911	3.8%
4	1127	2.3%

Value	Count	Frequency (%)
114	5	< 0.1%
80	1	< 0.1%
68	1	< 0.1%
56	2	< 0.1%
55	2	< 0.1%

Auto_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15662

Minimum	0
Maximum	57
Zeros	46021
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	57
Range	57
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.435385447
Coefficient of variation (CV)	9.1647647
Kurtosis	970.2156726
Mean	0.15662
Median Absolute Deviation (MAD)	0
Skewness	28.46302955
Sum	7831
Variance	2.060331382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	46021	92.0%
1	2983	6.0%
2	620	1.2%
3	159	0.3%
4	53	0.1%
5	36	0.1%
33	33	0.1%
6	25	0.1%
57	16	< 0.1%
12	12	< 0.1%
Other values (9)	42	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46021	92.0%
1	2983	6.0%
2	620	1.2%
3	159	0.3%
4	53	0.1%

Value	Count	Frequency (%)
57	16	< 0.1%
33	33	0.1%
17	4	< 0.1%
15	1	< 0.1%
14	2	< 0.1%

ClothStores_3m
Real number (ℝ)

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.89714

Minimum	0
Maximum	59
Zeros	24277
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	8
Maximum	59
Range	59
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.372338547
Coefficient of variation (CV)	1.777590766
Kurtosis	34.01497166
Mean	1.89714
Median Absolute Deviation (MAD)	1
Skewness	4.244303483
Sum	94857
Variance	11.37266727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	24277	48.6%
1	8140	16.3%
2	5228	10.5%
3	3403	6.8%
4	2253	4.5%
5	1730	3.5%
6	1223	2.4%
7	878	1.8%
8	622	1.2%
9	504	1.0%
Other values (31)	1742	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24277	48.6%
1	8140	16.3%
2	5228	10.5%
3	3403	6.8%
4	2253	4.5%

Value	Count	Frequency (%)
59	1	< 0.1%
57	9	< 0.1%
45	11	< 0.1%
42	1	< 0.1%
38	2	< 0.1%

MiscServices_3m
Real number (ℝ)

Distinct	58
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.90552

Minimum	0
Maximum	93
Zeros	34785
Zeros (%)	69.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	93
Range	93
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.282427306
Coefficient of variation (CV)	3.624908677
Kurtosis	177.2661933
Mean	0.90552
Median Absolute Deviation (MAD)	0
Skewness	11.07163845
Sum	45276
Variance	10.77432902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34785	69.6%
1	7825	15.7%
2	3072	6.1%
3	1541	3.1%
4	804	1.6%
5	456	0.9%
6	334	0.7%
7	222	0.4%
8	139	0.3%
9	101	0.2%
Other values (48)	721	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34785	69.6%
1	7825	15.7%
2	3072	6.1%
3	1541	3.1%
4	804	1.6%

Value	Count	Frequency (%)
93	3	< 0.1%
78	1	< 0.1%
77	3	< 0.1%
66	10	< 0.1%
65	6	< 0.1%

HomeF_3m
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07982

Minimum	0
Maximum	23
Zeros	47285
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	23
Range	23
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4301307567
Coefficient of variation (CV)	5.388759167
Kurtosis	451.2791605
Mean	0.07982
Median Absolute Deviation (MAD)	0
Skewness	13.94272501
Sum	3991
Variance	0.1850124678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	47285	94.6%
1	1971	3.9%
2	488	1.0%
3	134	0.3%
4	63	0.1%
5	39	0.1%
7	6	< 0.1%
6	5	< 0.1%
8	3	< 0.1%
10	2	< 0.1%
Other values (3)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47285	94.6%
1	1971	3.9%
2	488	1.0%
3	134	0.3%
4	63	0.1%

Value	Count	Frequency (%)
23	1	< 0.1%
22	1	< 0.1%
17	2	< 0.1%
10	2	< 0.1%
8	3	< 0.1%

Electronics_3m
Real number (ℝ)

Distinct	51
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.28572

Minimum	0
Maximum	133
Zeros	32112
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	133
Range	133
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.000290505
Coefficient of variation (CV)	3.111323232
Kurtosis	328.1721715
Mean	1.28572
Median Absolute Deviation (MAD)	0
Skewness	13.51461061
Sum	64286
Variance	16.00232413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32112	64.2%
1	7727	15.5%
2	3378	6.8%
3	1892	3.8%
4	1059	2.1%
5	826	1.7%
6	600	1.2%
7	412	0.8%
8	389	0.8%
9	274	0.5%
Other values (41)	1331	2.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32112	64.2%
1	7727	15.5%
2	3378	6.8%
3	1892	3.8%
4	1059	2.1%

Value	Count	Frequency (%)
133	9	< 0.1%
131	1	< 0.1%
87	2	< 0.1%
85	4	< 0.1%
82	13	< 0.1%

MusicStores_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04938

Minimum	0
Maximum	163
Zeros	49307
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	163
Range	163
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.715948864
Coefficient of variation (CV)	34.74987575
Kurtosis	8177.573029
Mean	0.04938
Median Absolute Deviation (MAD)	0
Skewness	87.28925641
Sum	2469
Variance	2.944480505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	49307	98.6%
1	417	0.8%
2	116	0.2%
3	54	0.1%
4	31	0.1%
5	25	0.1%
9	9	< 0.1%
6	9	< 0.1%
14	8	< 0.1%
24	6	< 0.1%
Other values (8)	18	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49307	98.6%
1	417	0.8%
2	116	0.2%
3	54	0.1%
4	31	0.1%

Value	Count	Frequency (%)
163	5	< 0.1%
65	1	< 0.1%
24	6	< 0.1%
17	2	< 0.1%
15	1	< 0.1%

Restaurants_3m
Real number (ℝ)

Distinct	116
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9884

Minimum	0
Maximum	211
Zeros	20254
Zeros (%)	40.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	22
Maximum	211
Range	211
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.36514226
Coefficient of variation (CV)	2.077849063
Kurtosis	43.35942087
Mean	4.9884
Median Absolute Deviation (MAD)	1
Skewness	5.114187663
Sum	249420
Variance	107.4361742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20254	40.5%
1	6416	12.8%
2	4003	8.0%
3	3018	6.0%
4	2248	4.5%
5	1787	3.6%
6	1459	2.9%
7	1278	2.6%
8	1090	2.2%
9	908	1.8%
Other values (106)	7539	15.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20254	40.5%
1	6416	12.8%
2	4003	8.0%
3	3018	6.0%
4	2248	4.5%

Value	Count	Frequency (%)
211	1	< 0.1%
201	1	< 0.1%
196	3	< 0.1%
161	1	< 0.1%
150	5	< 0.1%

DigitalGoods_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56234

Minimum	0
Maximum	184
Zeros	44043
Zeros (%)	88.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	184
Range	184
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.329892456
Coefficient of variation (CV)	7.699776748
Kurtosis	697.1504599
Mean	0.56234
Median Absolute Deviation (MAD)	0
Skewness	22.67581288
Sum	28117
Variance	18.74796868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44043	88.1%
1	2590	5.2%
2	933	1.9%
3	798	1.6%
4	481	1.0%
5	213	0.4%
6	126	0.3%
7	119	0.2%
9	111	0.2%
10	69	0.1%
Other values (43)	517	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44043	88.1%
1	2590	5.2%
2	933	1.9%
3	798	1.6%
4	481	1.0%

Value	Count	Frequency (%)
184	5	< 0.1%
137	7	< 0.1%
128	8	< 0.1%
121	6	< 0.1%
80	6	< 0.1%

Alcohol_3m
Real number (ℝ)

Distinct	44
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40314

Minimum	0
Maximum	105
Zeros	43436
Zeros (%)	86.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	105
Range	105
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.003411693
Coefficient of variation (CV)	4.969518513
Kurtosis	661.1060958
Mean	0.40314
Median Absolute Deviation (MAD)	0
Skewness	18.19384547
Sum	20157
Variance	4.013658414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	43436	86.9%
1	3068	6.1%
2	1356	2.7%
3	694	1.4%
4	372	0.7%
5	234	0.5%
6	183	0.4%
7	129	0.3%
8	102	0.2%
10	62	0.1%
Other values (34)	364	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43436	86.9%
1	3068	6.1%
2	1356	2.7%
3	694	1.4%
4	372	0.7%

Value	Count	Frequency (%)
105	3	< 0.1%
91	1	< 0.1%
78	1	< 0.1%
50	1	< 0.1%
47	2	< 0.1%

Books_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15562

Minimum	0
Maximum	102
Zeros	45427
Zeros (%)	90.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	102
Range	102
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.165654147
Coefficient of variation (CV)	7.490387785
Kurtosis	4749.355926
Mean	0.15562
Median Absolute Deviation (MAD)	0
Skewness	57.77552351
Sum	7781
Variance	1.358749591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	45427	90.9%
1	3235	6.5%
2	808	1.6%
3	246	0.5%
4	142	0.3%
5	46	0.1%
7	31	0.1%
6	23	< 0.1%
8	9	< 0.1%
24	6	< 0.1%
Other values (9)	27	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	45427	90.9%
1	3235	6.5%
2	808	1.6%
3	246	0.5%
4	142	0.3%

Value	Count	Frequency (%)
102	4	< 0.1%
34	2	< 0.1%
27	6	< 0.1%
24	6	< 0.1%
15	4	< 0.1%

Jewelry_3m
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18356

Minimum	0
Maximum	44
Zeros	44421
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	44
Range	44
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7054329728
Coefficient of variation (CV)	3.84306479
Kurtosis	636.7629954
Mean	0.18356
Median Absolute Deviation (MAD)	0
Skewness	14.29820106
Sum	9178
Variance	0.4976356791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	44421	88.8%
1	3638	7.3%
2	1101	2.2%
3	491	1.0%
4	185	0.4%
5	74	0.1%
6	41	0.1%
7	12	< 0.1%
8	11	< 0.1%
9	9	< 0.1%
Other values (4)	17	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44421	88.8%
1	3638	7.3%
2	1101	2.2%
3	491	1.0%
4	185	0.4%

Value	Count	Frequency (%)
44	2	< 0.1%
14	4	< 0.1%
11	2	< 0.1%
10	9	< 0.1%
9	9	< 0.1%

DirectM_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07514

Minimum	0
Maximum	35
Zeros	47389
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4828857463
Coefficient of variation (CV)	6.42648052
Kurtosis	920.1343764
Mean	0.07514
Median Absolute Deviation (MAD)	0
Skewness	21.74502737
Sum	3757
Variance	0.233178644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	47389	94.8%
1	2118	4.2%
2	292	0.6%
3	88	0.2%
4	42	0.1%
7	18	< 0.1%
5	15	< 0.1%
6	13	< 0.1%
12	10	< 0.1%
14	5	< 0.1%
Other values (4)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47389	94.8%
1	2118	4.2%
2	292	0.6%
3	88	0.2%
4	42	0.1%

Value	Count	Frequency (%)
35	1	< 0.1%
19	4	< 0.1%
14	5	< 0.1%
12	10	< 0.1%
11	1	< 0.1%

Cash_3m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

QuasiCash_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00088

Minimum	0
Maximum	5
Zeros	49969
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04426358306
Coefficient of variation (CV)	50.2995262
Kurtosis	7567.308021
Mean	0.00088
Median Absolute Deviation (MAD)	0
Skewness	77.89338677
Sum	44
Variance	0.001959264785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	49969	99.9%
1	26	0.1%
5	2	< 0.1%
3	2	< 0.1%
2	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49969	99.9%
1	26	0.1%
2	1	< 0.1%
3	2	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
3	2	< 0.1%
2	1	< 0.1%
1	26	0.1%
0	49969	99.9%

FS_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00138

Minimum	0
Maximum	1
Zeros	49931
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03712308126
Coefficient of variation (CV)	26.90078352
Kurtosis	719.7111522
Mean	0.00138
Median Absolute Deviation (MAD)	0
Skewness	26.86414644
Sum	69
Variance	0.001378123162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	49931	99.9%
1	69	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49931	99.9%
1	69	0.1%

Value	Count	Frequency (%)
1	69	0.1%
0	49931	99.9%

RentPayments_3m
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62926

Minimum	0
Maximum	13
Zeros	38583
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	13
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.428710144
Coefficient of variation (CV)	2.27046077
Kurtosis	8.04876218
Mean	0.62926
Median Absolute Deviation (MAD)	0
Skewness	2.738019177
Sum	31463
Variance	2.041212677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	38583	77.2%
1	3266	6.5%
2	2806	5.6%
3	2330	4.7%
4	1314	2.6%
5	733	1.5%
6	428	0.9%
7	325	0.7%
8	130	0.3%
9	64	0.1%
Other values (3)	21	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38583	77.2%
1	3266	6.5%
2	2806	5.6%
3	2330	4.7%
4	1314	2.6%

Value	Count	Frequency (%)
13	1	< 0.1%
11	2	< 0.1%
10	18	< 0.1%
9	64	0.1%
8	130	0.3%

WalletLoad_3m
Real number (ℝ)

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9795

Minimum	0
Maximum	225
Zeros	39449
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	225
Range	225
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.473615989
Coefficient of variation (CV)	4.567244501
Kurtosis	569.5985459
Mean	0.9795
Median Absolute Deviation (MAD)	0
Skewness	17.61054299
Sum	48975
Variance	20.01324001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39449	78.9%
1	3921	7.8%
2	1912	3.8%
3	1153	2.3%
4	799	1.6%
5	548	1.1%
6	411	0.8%
7	266	0.5%
9	223	0.4%
8	213	0.4%
Other values (63)	1105	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39449	78.9%
1	3921	7.8%
2	1912	3.8%
3	1153	2.3%
4	799	1.6%

Value	Count	Frequency (%)
225	2	< 0.1%
202	1	< 0.1%
184	1	< 0.1%
162	1	< 0.1%
144	2	< 0.1%

BusinessServ_3m
Real number (ℝ)

Distinct	63
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.552

Minimum	0
Maximum	211
Zeros	28973
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	211
Range	211
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.539576675
Coefficient of variation (CV)	3.569314868
Kurtosis	404.4159115
Mean	1.552
Median Absolute Deviation (MAD)	0
Skewness	16.30107829
Sum	77600
Variance	30.68690974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28973	57.9%
1	8419	16.8%
2	4421	8.8%
3	2568	5.1%
4	1677	3.4%
5	986	2.0%
6	756	1.5%
7	505	1.0%
8	317	0.6%
9	225	0.4%
Other values (53)	1153	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28973	57.9%
1	8419	16.8%
2	4421	8.8%
3	2568	5.1%
4	1677	3.4%

Value	Count	Frequency (%)
211	5	< 0.1%
149	4	< 0.1%
130	14	< 0.1%
114	4	< 0.1%
107	7	< 0.1%

ProfServ_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23736

Minimum	0
Maximum	42
Zeros	44022
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.442366749
Coefficient of variation (CV)	6.076705212
Kurtosis	543.1740231
Mean	0.23736
Median Absolute Deviation (MAD)	0
Skewness	20.80803992
Sum	11868
Variance	2.080421839
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	44022	88.0%
1	3979	8.0%
2	1173	2.3%
3	391	0.8%
4	141	0.3%
5	91	0.2%
40	34	0.1%
9	27	0.1%
8	26	0.1%
6	26	0.1%
Other values (16)	90	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44022	88.0%
1	3979	8.0%
2	1173	2.3%
3	391	0.8%
4	141	0.3%

Value	Count	Frequency (%)
42	9	< 0.1%
40	34	0.1%
30	1	< 0.1%
29	1	< 0.1%
27	2	< 0.1%

Education_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38266

Minimum	0
Maximum	95
Zeros	41554
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	95
Range	95
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.128558653
Coefficient of variation (CV)	5.562532413
Kurtosis	739.0244771
Mean	0.38266
Median Absolute Deviation (MAD)	0
Skewness	22.97968228
Sum	19133
Variance	4.53076194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	41554	83.1%
1	5057	10.1%
2	1814	3.6%
3	660	1.3%
4	351	0.7%
5	176	0.4%
6	110	0.2%
7	48	0.1%
9	34	0.1%
8	28	0.1%
Other values (28)	168	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41554	83.1%
1	5057	10.1%
2	1814	3.6%
3	660	1.3%
4	351	0.7%

Value	Count	Frequency (%)
95	1	< 0.1%
83	12	< 0.1%
44	6	< 0.1%
43	5	< 0.1%
42	8	< 0.1%

GovtServices_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	59
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.33948

Minimum	0
Maximum	1127
Zeros	36573
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	1127
Range	1127
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	16.38762229
Coefficient of variation (CV)	12.23431652
Kurtosis	2880.094419
Mean	1.33948
Median Absolute Deviation (MAD)	0
Skewness	47.9914472
Sum	66974
Variance	268.5541644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36573	73.1%
1	5756	11.5%
2	2805	5.6%
3	1556	3.1%
4	924	1.8%
5	547	1.1%
6	400	0.8%
7	319	0.6%
8	173	0.3%
9	139	0.3%
Other values (49)	808	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36573	73.1%
1	5756	11.5%
2	2805	5.6%
3	1556	3.1%
4	924	1.8%

Value	Count	Frequency (%)
1127	6	< 0.1%
390	33	0.1%
217	2	< 0.1%
171	1	< 0.1%
157	1	< 0.1%

Agri_amt_3m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

Contract_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	235
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	220.2849898

Minimum	0
Maximum	440000
Zeros	49536
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	440000
Range	440000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6200.959492
Coefficient of variation (CV)	28.14971414
Kurtosis	2493.646558
Mean	220.2849898
Median Absolute Deviation (MAD)	0
Skewness	45.61014742
Sum	11014249.49
Variance	38451898.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49536	99.1%
199	18	< 0.1%
1000	9	< 0.1%
1299	9	< 0.1%
100000	8	< 0.1%
2800	8	< 0.1%
10000	7	< 0.1%
50000	7	< 0.1%
68355	6	< 0.1%
30000	6	< 0.1%
Other values (225)	386	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49536	99.1%
10	1	< 0.1%
25	1	< 0.1%
50	6	< 0.1%
71.58	1	< 0.1%

Value	Count	Frequency (%)
440000	1	< 0.1%
405200	1	< 0.1%
400000	1	< 0.1%
395000	1	< 0.1%
380000	1	< 0.1%

Airline_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	1492
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4669.319054

Minimum	0
Maximum	2694664
Zeros	46359
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3919.5
Maximum	2694664
Range	2694664
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	55460.76836
Coefficient of variation (CV)	11.87769945
Kurtosis	1166.967589
Mean	4669.319054
Median Absolute Deviation (MAD)	0
Skewness	30.18308024
Sum	233465952.7
Variance	3075896827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46359	92.7%
150	72	0.1%
300	66	0.1%
250	60	0.1%
200	52	0.1%
100	44	0.1%
450	40	0.1%
170811	33	0.1%
400	31	0.1%
350	28	0.1%
Other values (1482)	3215	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46359	92.7%
50	2	< 0.1%
99	3	< 0.1%
100	44	0.1%
104.25	2	< 0.1%

Value	Count	Frequency (%)
2694664	2	< 0.1%
2444185.67	8	< 0.1%
2417315	1	< 0.1%
2088682	2	< 0.1%
1972827	2	< 0.1%

transport_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	6259
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6478.121951

Minimum	0
Maximum	2169027.5
Zeros	37570
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	24000
Maximum	2169027.5
Range	2169027.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	47412.96853
Coefficient of variation (CV)	7.318937323
Kurtosis	561.0998448
Mean	6478.121951
Median Absolute Deviation (MAD)	0
Skewness	20.68576257
Sum	323906097.6
Variance	2247989585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37570	75.1%
2	221	0.4%
1000	117	0.2%
500	77	0.2%
1	65	0.1%
2000	53	0.1%
200	45	0.1%
1500	43	0.1%
300	34	0.1%
4	33	0.1%
Other values (6249)	11742	23.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37570	75.1%
1	65	0.1%
1.3	1	< 0.1%
2	221	0.4%
2.8	1	< 0.1%

Value	Count	Frequency (%)
2169027.5	1	< 0.1%
1403342.66	25	0.1%
1150000	6	< 0.1%
1027529.2	1	< 0.1%
1019060	1	< 0.1%

Insurance_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	6348
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9789.220463

Minimum	0
Maximum	4484200
Zeros	39445
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	42734.95
Maximum	4484200
Range	4484200
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	70123.11161
Coefficient of variation (CV)	7.163298843
Kurtosis	1813.36226
Mean	9789.220463
Median Absolute Deviation (MAD)	0
Skewness	34.35284618
Sum	489461023.2
Variance	4917250782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39445	78.9%
1116060	33	0.1%
530	33	0.1%
10000	27	0.1%
15000	26	0.1%
5000	26	0.1%
3801	21	< 0.1%
102250	20	< 0.1%
887	20	< 0.1%
52250	18	< 0.1%
Other values (6338)	10331	20.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39445	78.9%
1	1	< 0.1%
2	5	< 0.1%
11	1	< 0.1%
26	1	< 0.1%

Value	Count	Frequency (%)
4484200	1	< 0.1%
4275963	5	< 0.1%
2176772.64	2	< 0.1%
1486353.22	1	< 0.1%
1329325.26	4	< 0.1%

Hotels_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	6237
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6508.666604

Minimum	0
Maximum	4479268.69
Zeros	36891
Zeros (%)	73.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	356
95-th percentile	25603.06
Maximum	4479268.69
Range	4479268.69
Interquartile range (IQR)	356

Descriptive statistics

Standard deviation	49810.4365
Coefficient of variation (CV)	7.65294023
Kurtosis	3040.056778
Mean	6508.666604
Median Absolute Deviation (MAD)	0
Skewness	42.77689715
Sum	325433330.2
Variance	2481079584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36891	73.8%
3000	48	0.1%
2000	43	0.1%
1760	34	0.1%
1500	30	0.1%
5000	29	0.1%
10000	29	0.1%
1000	26	0.1%
4000	26	0.1%
2500	25	0.1%
Other values (6227)	12819	25.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36891	73.8%
1	4	< 0.1%
2	18	< 0.1%
6	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
4479268.69	2	< 0.1%
2260639.29	2	< 0.1%
1723207.74	7	< 0.1%
1576184.34	2	< 0.1%
1027180.5	4	< 0.1%

Railways_amt_3m
Real number (ℝ)

Distinct	6459
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5483.707647

Minimum	0
Maximum	1080511
Zeros	39278
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	22424.38
Maximum	1080511
Range	1080511
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	32094.90815
Coefficient of variation (CV)	5.852775206
Kurtosis	295.10659
Mean	5483.707647
Median Absolute Deviation (MAD)	0
Skewness	14.74147247
Sum	274185382.4
Variance	1030083129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39278	78.6%
500	45	0.1%
3897	33	0.1%
200	30	0.1%
300	29	0.1%
102.12	27	0.1%
57457.7	25	0.1%
100	24	< 0.1%
644062.26	20	< 0.1%
1	18	< 0.1%
Other values (6449)	10471	20.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39278	78.6%
1	18	< 0.1%
1.21	1	< 0.1%
1.53	1	< 0.1%
2	4	< 0.1%

Value	Count	Frequency (%)
1080511	2	< 0.1%
820633.41	11	< 0.1%
785491	2	< 0.1%
783356.6	1	< 0.1%
650000	2	< 0.1%

Airports_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.370073

Minimum	0
Maximum	14471.55
Zeros	49945
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14471.55
Range	14471.55
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	190.1376108
Coefficient of variation (CV)	43.50902394
Kurtosis	2906.5728
Mean	4.370073
Median Absolute Deviation (MAD)	0
Skewness	52.14727746
Sum	218503.65
Variance	36152.31103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	49945	99.9%
10300	12	< 0.1%
750	5	< 0.1%
150	3	< 0.1%
600	3	< 0.1%
1500	3	< 0.1%
5200	3	< 0.1%
500	2	< 0.1%
2175.53	2	< 0.1%
1920	2	< 0.1%
Other values (17)	20	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49945	99.9%
121.09	1	< 0.1%
130	1	< 0.1%
150	3	< 0.1%
240	1	< 0.1%

Value	Count	Frequency (%)
14471.55	1	< 0.1%
10300	12	< 0.1%
8732.42	1	< 0.1%
6195	1	< 0.1%
5200	3	< 0.1%

Utility_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	14777
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20979.84211

Minimum	0
Maximum	4087763.19
Zeros	20688
Zeros (%)	41.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	984.6
Q3	7823.165
95-th percentile	67000
Maximum	4087763.19
Range	4087763.19
Interquartile range (IQR)	7823.165

Descriptive statistics

Standard deviation	141481.9163
Coefficient of variation (CV)	6.743707393
Kurtosis	547.0708129
Mean	20979.84211
Median Absolute Deviation (MAD)	984.6
Skewness	21.14555362
Sum	1048992105
Variance	2.001713264 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	41.4%
2	204	0.4%
1947	149	0.3%
1178.82	139	0.3%
666	132	0.3%
2999	110	0.2%
597	94	0.2%
4000	84	0.2%
719	80	0.2%
1298	67	0.1%
Other values (14767)	28253	56.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20688	41.4%
1	10	< 0.1%
1.18	1	< 0.1%
1.5	1	< 0.1%
2	204	0.4%

Value	Count	Frequency (%)
4087763.19	34	0.1%
3293669.12	3	< 0.1%
2983747.64	14	< 0.1%
2179970.74	2	< 0.1%
2135000	2	< 0.1%

Retail_amt_3m
Real number (ℝ)

Distinct	11163
Distinct (%)	22.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10277.3661

Minimum	0
Maximum	2444657.25
Zeros	25725
Zeros (%)	51.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4815.2775
95-th percentile	40845.3
Maximum	2444657.25
Range	2444657.25
Interquartile range (IQR)	4815.2775

Descriptive statistics

Standard deviation	49404.26127
Coefficient of variation (CV)	4.807093645
Kurtosis	477.3922902
Mean	10277.3661
Median Absolute Deviation (MAD)	0
Skewness	17.10848078
Sum	513868305.1
Variance	2440781032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25725	51.4%
4000	155	0.3%
5000	88	0.2%
1000	88	0.2%
500	83	0.2%
2000	75	0.1%
10000	71	0.1%
300	56	0.1%
3000	55	0.1%
2500	48	0.1%
Other values (11153)	23556	47.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25725	51.4%
1	10	< 0.1%
2	47	0.1%
3	1	< 0.1%
4.5	1	< 0.1%

Value	Count	Frequency (%)
2444657.25	1	< 0.1%
2028399.4	1	< 0.1%
1950777.21	1	< 0.1%
1700000	1	< 0.1%
1447823	11	< 0.1%

Medical_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	8057
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5956.067773

Minimum	0
Maximum	2402098
Zeros	32314
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1402
95-th percentile	23824.6725
Maximum	2402098
Range	2402098
Interquartile range (IQR)	1402

Descriptive statistics

Standard deviation	37995.19547
Coefficient of variation (CV)	6.379241626
Kurtosis	1358.903652
Mean	5956.067773
Median Absolute Deviation (MAD)	0
Skewness	28.47865804
Sum	297803388.7
Variance	1443634878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32314	64.6%
1	127	0.3%
1000	88	0.2%
800	78	0.2%
600	76	0.2%
500	73	0.1%
400	66	0.1%
10000	62	0.1%
1500	60	0.1%
386	58	0.1%
Other values (8047)	16998	34.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32314	64.6%
1	127	0.3%
1.74	1	< 0.1%
2	16	< 0.1%
2.09	1	< 0.1%

Value	Count	Frequency (%)
2402098	3	< 0.1%
1920000	2	< 0.1%
1200021	1	< 0.1%
1004101.15	2	< 0.1%
991851	3	< 0.1%

Fuel_amt_3m
Real number (ℝ)

Distinct	15280
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7818.260737

Minimum	0
Maximum	720806.32
Zeros	21967
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	957.51
Q3	8259.5975
95-th percentile	34593.08
Maximum	720806.32
Range	720806.32
Interquartile range (IQR)	8259.5975

Descriptive statistics

Standard deviation	19450.44167
Coefficient of variation (CV)	2.487822078
Kurtosis	207.5981641
Mean	7818.260737
Median Absolute Deviation (MAD)	957.51
Skewness	9.776964854
Sum	390913036.8
Variance	378319681.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21967	43.9%
2023.6	248	0.5%
3035.4	237	0.5%
2020	208	0.4%
1011.8	201	0.4%
1010	182	0.4%
505	153	0.3%
4047.2	128	0.3%
2529.5	100	0.2%
505.9	97	0.2%
Other values (15270)	26479	53.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21967	43.9%
40.47	1	< 0.1%
41.36	2	< 0.1%
50.5	1	< 0.1%
70.7	1	< 0.1%

Value	Count	Frequency (%)
720806.32	3	< 0.1%
642096.54	2	< 0.1%
457796.21	2	< 0.1%
301441.79	3	< 0.1%
280881.76	3	< 0.1%

DeptStores_amt_3m
Real number (ℝ)

Distinct	16736
Distinct (%)	33.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11766.24459

Minimum	0
Maximum	2500871.5
Zeros	20359
Zeros (%)	40.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1025.85
Q3	6647.36
95-th percentile	30875.1925
Maximum	2500871.5
Range	2500871.5
Interquartile range (IQR)	6647.36

Descriptive statistics

Standard deviation	64171.46191
Coefficient of variation (CV)	5.453860949
Kurtosis	434.6925681
Mean	11766.24459
Median Absolute Deviation (MAD)	1025.85
Skewness	17.05207472
Sum	588312229.7
Variance	4117976523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20359	40.7%
1000	50	0.1%
10000	43	0.1%
3889.84	34	0.1%
900	33	0.1%
17463.93	33	0.1%
200	31	0.1%
25000	29	0.1%
3000	27	0.1%
5000	27	0.1%
Other values (16726)	29334	58.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20359	40.7%
1	6	< 0.1%
1.36	1	< 0.1%
2	1	< 0.1%
2.34	2	< 0.1%

Value	Count	Frequency (%)
2500871.5	3	< 0.1%
2428372	1	< 0.1%
2059552.18	8	< 0.1%
1392592.48	4	< 0.1%
1307000	2	< 0.1%

Food_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	5214
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1385.462862

Minimum	0
Maximum	1096500
Zeros	34180
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	485
95-th percentile	5079.79
Maximum	1096500
Range	1096500
Interquartile range (IQR)	485

Descriptive statistics

Standard deviation	14397.16652
Coefficient of variation (CV)	10.39159325
Kurtosis	3266.876924
Mean	1385.462862
Median Absolute Deviation (MAD)	0
Skewness	49.93555124
Sum	69273143.11
Variance	207278403.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34180	68.4%
2	92	0.2%
500	73	0.1%
400	57	0.1%
1000	50	0.1%
450	49	0.1%
200	47	0.1%
300	46	0.1%
480	46	0.1%
4	43	0.1%
Other values (5204)	15317	30.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34180	68.4%
1	3	< 0.1%
2	92	0.2%
3.12	1	< 0.1%
4	43	0.1%

Value	Count	Frequency (%)
1096500	2	< 0.1%
1046805	3	< 0.1%
539123	1	< 0.1%
521890	1	< 0.1%
488020	5	< 0.1%

Auto_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	1867
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2167.957446

Minimum	0
Maximum	1219987
Zeros	46021
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4747.1
Maximum	1219987
Range	1219987
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26685.79818
Coefficient of variation (CV)	12.30918911
Kurtosis	777.9184609
Mean	2167.957446
Median Absolute Deviation (MAD)	0
Skewness	25.52549873
Sum	108397872.3
Variance	712131824.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46021	92.0%
10000	56	0.1%
670267.04	33	0.1%
25000	29	0.1%
11000	27	0.1%
3000	25	0.1%
5000	24	< 0.1%
1000	23	< 0.1%
2000	21	< 0.1%
21000	21	< 0.1%
Other values (1857)	3720	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46021	92.0%
59	2	< 0.1%
60	2	< 0.1%
66	1	< 0.1%
84	1	< 0.1%

Value	Count	Frequency (%)
1219987	4	< 0.1%
802400	1	< 0.1%
800000	4	< 0.1%
709100	4	< 0.1%
670267.04	33	0.1%

ClothStores_amt_3m
Real number (ℝ)

Distinct	12156
Distinct (%)	24.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9433.808793

Minimum	0
Maximum	1154700
Zeros	24277
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	499
Q3	7897.24
95-th percentile	39944.9
Maximum	1154700
Range	1154700
Interquartile range (IQR)	7897.24

Descriptive statistics

Standard deviation	31098.84787
Coefficient of variation (CV)	3.296531502
Kurtosis	291.5345429
Mean	9433.808793
Median Absolute Deviation (MAD)	499
Skewness	13.04381894
Sum	471690439.6
Variance	967138338.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24277	48.6%
5000	54	0.1%
3000	52	0.1%
1000	49	0.1%
400	48	0.1%
2000	43	0.1%
1500	42	0.1%
1499	36	0.1%
599	34	0.1%
999	34	0.1%
Other values (12146)	25331	50.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24277	48.6%
2	27	0.1%
3.1	1	< 0.1%
10	7	< 0.1%
11	2	< 0.1%

Value	Count	Frequency (%)
1154700	3	< 0.1%
964208.44	3	< 0.1%
837031.06	4	< 0.1%
800000	1	< 0.1%
789448.5	1	< 0.1%

MiscServices_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	5445
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2870.836041

Minimum	0
Maximum	1568000
Zeros	34785
Zeros (%)	69.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	308
95-th percentile	11139.15
Maximum	1568000
Range	1568000
Interquartile range (IQR)	308

Descriptive statistics

Standard deviation	21446.42166
Coefficient of variation (CV)	7.470444621
Kurtosis	1377.045698
Mean	2870.836041
Median Absolute Deviation (MAD)	0
Skewness	30.16463497
Sum	143541802.1
Variance	459949002.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34785	69.6%
2	1374	2.7%
1000	73	0.1%
500	68	0.1%
600	64	0.1%
2000	60	0.1%
5000	56	0.1%
2500	53	0.1%
3000	52	0.1%
6000	51	0.1%
Other values (5435)	13364	26.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34785	69.6%
1	10	< 0.1%
2	1374	2.7%
3	1	< 0.1%
4	11	< 0.1%

Value	Count	Frequency (%)
1568000	1	< 0.1%
1105500	2	< 0.1%
1000705.7	2	< 0.1%
833000	2	< 0.1%
810929	2	< 0.1%

HomeF_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	1244
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1107.691418

Minimum	0
Maximum	521180.38
Zeros	47285
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	800
Maximum	521180.38
Range	521180.38
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11198.17701
Coefficient of variation (CV)	10.10947348
Kurtosis	961.430417
Mean	1107.691418
Median Absolute Deviation (MAD)	0
Skewness	26.28062187
Sum	55384570.89
Variance	125399168.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47285	94.6%
5000	32	0.1%
20000	25	0.1%
10000	21	< 0.1%
1000	16	< 0.1%
15000	13	< 0.1%
4200	13	< 0.1%
4449	12	< 0.1%
8000	12	< 0.1%
30000	12	< 0.1%
Other values (1234)	2559	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47285	94.6%
1	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
90	1	< 0.1%

Value	Count	Frequency (%)
521180.38	2	< 0.1%
516155	1	< 0.1%
500000	6	< 0.1%
387326	1	< 0.1%
353000	1	< 0.1%

Electronics_amt_3m
Real number (ℝ)

Distinct	8450
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7785.50485

Minimum	0
Maximum	1075000
Zeros	32112
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2105
95-th percentile	36104.53
Maximum	1075000
Range	1075000
Interquartile range (IQR)	2105

Descriptive statistics

Standard deviation	37669.26346
Coefficient of variation (CV)	4.838384175
Kurtosis	260.1614027
Mean	7785.50485
Median Absolute Deviation (MAD)	0
Skewness	13.72312102
Sum	389275242.5
Variance	1418973409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32112	64.2%
199	103	0.2%
1499	57	0.1%
549	52	0.1%
299	50	0.1%
2	42	0.1%
10000	41	0.1%
2000	41	0.1%
2999	40	0.1%
15000	36	0.1%
Other values (8440)	17426	34.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32112	64.2%
1	25	0.1%
2	42	0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
1075000	1	< 0.1%
1004027.56	3	< 0.1%
959690	3	< 0.1%
942423	13	< 0.1%
790833.6	3	< 0.1%

MusicStores_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	246
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.767819

Minimum	0
Maximum	272142
Zeros	49307
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	272142
Range	272142
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2954.615352
Coefficient of variation (CV)	33.66399422
Kurtosis	7219.326039
Mean	87.767819
Median Absolute Deviation (MAD)	0
Skewness	80.00078775
Sum	4388390.95
Variance	8729751.876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49307	98.6%
99	22	< 0.1%
2000	18	< 0.1%
149	14	< 0.1%
5000	14	< 0.1%
75	13	< 0.1%
1499	13	< 0.1%
449	13	< 0.1%
269	12	< 0.1%
169	11	< 0.1%
Other values (236)	563	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49307	98.6%
5	3	< 0.1%
7	1	< 0.1%
15	5	< 0.1%
18	4	< 0.1%

Value	Count	Frequency (%)
272142	5	< 0.1%
88411	1	< 0.1%
50179	2	< 0.1%
49500	2	< 0.1%
39000	1	< 0.1%

Restaurants_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	14564
Distinct (%)	29.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5916.247728

Minimum	0
Maximum	1020000
Zeros	20254
Zeros (%)	40.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	680.1
Q3	4861
95-th percentile	24971
Maximum	1020000
Range	1020000
Interquartile range (IQR)	4861

Descriptive statistics

Standard deviation	22675.5409
Coefficient of variation (CV)	3.832757169
Kurtosis	668.8097281
Mean	5916.247728
Median Absolute Deviation (MAD)	680.1
Skewness	20.79086653
Sum	295812386.4
Variance	514180154.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20254	40.5%
2	399	0.8%
4	152	0.3%
300	42	0.1%
6	37	0.1%
2061.65	33	0.1%
220	32	0.1%
1000	32	0.1%
900	31	0.1%
400	30	0.1%
Other values (14554)	28958	57.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20254	40.5%
1	4	< 0.1%
2	399	0.8%
4	152	0.3%
6	37	0.1%

Value	Count	Frequency (%)
1020000	1	< 0.1%
1000000	1	< 0.1%
863465.05	9	< 0.1%
657847.38	7	< 0.1%
495000	1	< 0.1%

DigitalGoods_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	1822
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2473.969376

Minimum	0
Maximum	948600
Zeros	44043
Zeros (%)	88.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1891
Maximum	948600
Range	948600
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	30509.16017
Coefficient of variation (CV)	12.33206865
Kurtosis	531.4836965
Mean	2473.969376
Median Absolute Deviation (MAD)	0
Skewness	21.24664222
Sum	123698468.8
Variance	930808854.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44043	88.1%
2	169	0.3%
1300	120	0.2%
390	112	0.2%
299	106	0.2%
200	84	0.2%
387	71	0.1%
20	64	0.1%
567	64	0.1%
258	55	0.1%
Other values (1812)	5112	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44043	88.1%
1	42	0.1%
2	169	0.3%
4	14	< 0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
948600	8	< 0.1%
884000	2	< 0.1%
865000	20	< 0.1%
811681.72	2	< 0.1%
602499	5	< 0.1%

Alcohol_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	2019
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	797.6000446

Minimum	0
Maximum	399994
Zeros	43436
Zeros (%)	86.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3683
Maximum	399994
Range	399994
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6130.755373
Coefficient of variation (CV)	7.686503297
Kurtosis	1671.293833
Mean	797.6000446
Median Absolute Deviation (MAD)	0
Skewness	32.97707862
Sum	39880002.23
Variance	37586161.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43436	86.9%
900	48	0.1%
600	47	0.1%
360	42	0.1%
1200	34	0.1%
400	34	0.1%
800	31	0.1%
720	30	0.1%
300	30	0.1%
540	30	0.1%
Other values (2009)	6238	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43436	86.9%
60	1	< 0.1%
90	4	< 0.1%
104	1	< 0.1%
105	2	< 0.1%

Value	Count	Frequency (%)
399994	2	< 0.1%
390730	1	< 0.1%
390635	1	< 0.1%
231400	2	< 0.1%
200240	3	< 0.1%

Books_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	1938
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	634.0098318

Minimum	0
Maximum	949000
Zeros	45427
Zeros (%)	90.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1526
Maximum	949000
Range	949000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10100.5045
Coefficient of variation (CV)	15.93114805
Kurtosis	3809.320487
Mean	634.0098318
Median Absolute Deviation (MAD)	0
Skewness	52.38559939
Sum	31700491.59
Variance	102020191.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45427	90.9%
450	25	0.1%
400	22	< 0.1%
300	22	< 0.1%
40000	20	< 0.1%
900	19	< 0.1%
1000	18	< 0.1%
2500	18	< 0.1%
600	17	< 0.1%
1700	17	< 0.1%
Other values (1928)	4395	8.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	45427	90.9%
1	3	< 0.1%
1.51	1	< 0.1%
8	2	< 0.1%
10	5	< 0.1%

Value	Count	Frequency (%)
949000	2	< 0.1%
464107.59	4	< 0.1%
400000	1	< 0.1%
368130	6	< 0.1%
281550	1	< 0.1%

Jewelry_amt_3m
Real number (ℝ)

Distinct	2303
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5020.164728

Minimum	0
Maximum	1312235
Zeros	44421
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20387.2
Maximum	1312235
Range	1312235
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	31291.24714
Coefficient of variation (CV)	6.233111628
Kurtosis	274.1977494
Mean	5020.164728
Median Absolute Deviation (MAD)	0
Skewness	13.52489059
Sum	251008236.4
Variance	979142147.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44421	88.8%
10000	105	0.2%
5000	78	0.2%
20000	76	0.2%
30000	53	0.1%
6000	51	0.1%
2000	51	0.1%
4000	45	0.1%
15000	41	0.1%
50000	38	0.1%
Other values (2293)	5041	10.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44421	88.8%
10	2	< 0.1%
110	1	< 0.1%
119	3	< 0.1%
120	1	< 0.1%

Value	Count	Frequency (%)
1312235	1	< 0.1%
1126230	1	< 0.1%
832650	2	< 0.1%
829200	2	< 0.1%
724000	1	< 0.1%

DirectM_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	836
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	440.4139112

Minimum	0
Maximum	1839140.65
Zeros	47389
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	149
Maximum	1839140.65
Range	1839140.65
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16126.08507
Coefficient of variation (CV)	36.61574865
Kurtosis	10640.73601
Mean	440.4139112
Median Absolute Deviation (MAD)	0
Skewness	97.61371505
Sum	22020695.56
Variance	260050619.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47389	94.8%
199	390	0.8%
649	338	0.7%
499	169	0.3%
149	115	0.2%
398	29	0.1%
2	26	0.1%
1298	19	< 0.1%
998	15	< 0.1%
501	11	< 0.1%
Other values (826)	1499	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47389	94.8%
1	1	< 0.1%
2	26	0.1%
12	2	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
1839140.65	3	< 0.1%
1115580.42	1	< 0.1%
516502.12	1	< 0.1%
351866.94	1	< 0.1%
330896.88	1	< 0.1%

Cash_amt_3m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

QuasiCash_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.913654

Minimum	0
Maximum	149644.47
Zeros	49969
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	149644.47
Range	149644.47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	967.3857349
Coefficient of variation (CV)	108.5285266
Kurtosis	22921.57892
Mean	8.913654
Median Absolute Deviation (MAD)	0
Skewness	148.9790539
Sum	445682.7
Variance	935835.1601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	49969	99.9%
285.61	5	< 0.1%
3393.16	4	< 0.1%
4457.23	4	< 0.1%
5007.12	3	< 0.1%
319.01	2	< 0.1%
149644.47	2	< 0.1%
21072.71	2	< 0.1%
2399.01	1	< 0.1%
8469.32	1	< 0.1%
Other values (7)	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49969	99.9%
285.61	5	< 0.1%
319.01	2	< 0.1%
754.41	1	< 0.1%
2009.57	1	< 0.1%

Value	Count	Frequency (%)
149644.47	2	< 0.1%
27988.24	1	< 0.1%
21072.71	2	< 0.1%
8469.32	1	< 0.1%
5013.32	1	< 0.1%

FS_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.366

Minimum	0
Maximum	30000
Zeros	49931
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30000
Range	30000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	174.5065703
Coefficient of variation (CV)	127.7500515
Kurtosis	25755.09187
Mean	1.366
Median Absolute Deviation (MAD)	0
Skewness	159.7054686
Sum	68300
Variance	30452.54309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	49931	99.9%
200	67	0.1%
30000	1	< 0.1%
24900	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49931	99.9%
200	67	0.1%
24900	1	< 0.1%
30000	1	< 0.1%

Value	Count	Frequency (%)
30000	1	< 0.1%
24900	1	< 0.1%
200	67	0.1%
0	49931	99.9%

RentPayments_amt_3m
Real number (ℝ)

Distinct	6705
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17250.93866

Minimum	0
Maximum	1013828
Zeros	38583
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	106470.675
Maximum	1013828
Range	1013828
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	51878.21575
Coefficient of variation (CV)	3.007269156
Kurtosis	42.62888392
Mean	17250.93866
Median Absolute Deviation (MAD)	0
Skewness	5.359033025
Sum	862546933
Variance	2691349269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38583	77.2%
20300	65	0.1%
10150	58	0.1%
3540	57	0.1%
25375	42	0.1%
20200	40	0.1%
40600	30	0.1%
30420	28	0.1%
20310	27	0.1%
30300	25	0.1%
Other values (6695)	11045	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38583	77.2%
1	1	< 0.1%
1.01	1	< 0.1%
2	18	< 0.1%
5.11	1	< 0.1%

Value	Count	Frequency (%)
1013828	1	< 0.1%
959020	1	< 0.1%
891620.5	1	< 0.1%
807058	1	< 0.1%
797900	2	< 0.1%

WalletLoad_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	4467
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3405.023854

Minimum	0
Maximum	1835364.3
Zeros	39449
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20336.72
Maximum	1835364.3
Range	1835364.3
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20662.81433
Coefficient of variation (CV)	6.06833174
Kurtosis	2728.405834
Mean	3405.023854
Median Absolute Deviation (MAD)	0
Skewness	38.26647813
Sum	170251192.7
Variance	426951896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39449	78.9%
1023	139	0.3%
1000	123	0.2%
500	105	0.2%
2000	103	0.2%
4000	103	0.2%
10230	99	0.2%
2046	85	0.2%
5115	81	0.2%
20460	79	0.2%
Other values (4457)	9634	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39449	78.9%
1	5	< 0.1%
1.02	5	< 0.1%
1.03	1	< 0.1%
2	43	0.1%

Value	Count	Frequency (%)
1835364.3	2	< 0.1%
684317.7	4	< 0.1%
656226.57	6	< 0.1%
337932	7	< 0.1%
323330	2	< 0.1%

BusinessServ_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	10073
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10236.93259

Minimum	0
Maximum	4905650
Zeros	28973
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1399
95-th percentile	20072
Maximum	4905650
Range	4905650
Interquartile range (IQR)	1399

Descriptive statistics

Standard deviation	110315.3813
Coefficient of variation (CV)	10.77621449
Kurtosis	1051.347246
Mean	10236.93259
Median Absolute Deviation (MAD)	0
Skewness	28.70445734
Sum	511846629.6
Variance	1.216948335 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28973	57.9%
1000	94	0.2%
600	65	0.1%
899	63	0.1%
1500	63	0.1%
1499	60	0.1%
500	56	0.1%
2	49	0.1%
400	48	0.1%
3000	45	0.1%
Other values (10063)	20484	41.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28973	57.9%
1	17	< 0.1%
2	49	0.1%
3	1	< 0.1%
4	9	< 0.1%

Value	Count	Frequency (%)
4905650	11	< 0.1%
3121264.01	1	< 0.1%
2828574	14	< 0.1%
2697100	4	< 0.1%
1894211.09	12	< 0.1%

ProfServ_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	2179
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2725.70208

Minimum	0
Maximum	1500000
Zeros	44022
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6807.2
Maximum	1500000
Range	1500000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	27657.61293
Coefficient of variation (CV)	10.14696842
Kurtosis	1000.913767
Mean	2725.70208
Median Absolute Deviation (MAD)	0
Skewness	26.89576097
Sum	136285104
Variance	764943553.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44022	88.0%
500	95	0.2%
1000	76	0.2%
1500	68	0.1%
3000	66	0.1%
5000	65	0.1%
10000	61	0.1%
4032	52	0.1%
2000	50	0.1%
400	40	0.1%
Other values (2169)	5405	10.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44022	88.0%
1	8	< 0.1%
10	3	< 0.1%
29	2	< 0.1%
31	1	< 0.1%

Value	Count	Frequency (%)
1500000	2	< 0.1%
1302900	2	< 0.1%
1300000	1	< 0.1%
1150000	1	< 0.1%
1125000	1	< 0.1%

Education_amt_3m
Real number (ℝ)

Distinct	3859
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6434.501254

Minimum	0
Maximum	1505584
Zeros	41554
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	34443.63
Maximum	1505584
Range	1505584
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	37406.22845
Coefficient of variation (CV)	5.813384281
Kurtosis	451.9611095
Mean	6434.501254
Median Absolute Deviation (MAD)	0
Skewness	17.12044735
Sum	321725062.7
Variance	1399225926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41554	83.1%
2	572	1.1%
455	41	0.1%
1000	40	0.1%
10000	39	0.1%
500	37	0.1%
15000	35	0.1%
68215.44	33	0.1%
3000	31	0.1%
20000	30	0.1%
Other values (3849)	7588	15.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41554	83.1%
1	1	< 0.1%
1.03	1	< 0.1%
2	572	1.1%
3	1	< 0.1%

Value	Count	Frequency (%)
1505584	3	< 0.1%
1250000	5	< 0.1%
1186450.01	3	< 0.1%
928098.23	1	< 0.1%
898741	6	< 0.1%

GovtServices_amt_3m
Real number (ℝ)

SKEWED ZEROS

Distinct	7060
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18016.19656

Minimum	0
Maximum	15000000
Zeros	36573
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	300
95-th percentile	25266.326
Maximum	15000000
Range	15000000
Interquartile range (IQR)	300

Descriptive statistics

Standard deviation	389880.2572
Coefficient of variation (CV)	21.64054194
Kurtosis	1436.625262
Mean	18016.19656
Median Absolute Deviation (MAD)	0
Skewness	37.52586981
Sum	900809827.8
Variance	1.52006615 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36573	73.1%
50	113	0.2%
1526.55	92	0.2%
500	83	0.2%
201.76	70	0.1%
200	61	0.1%
100	53	0.1%
1000	45	0.1%
50445	43	0.1%
2000	41	0.1%
Other values (7050)	12826	25.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36573	73.1%
3.03	2	< 0.1%
5.06	3	< 0.1%
7	1	< 0.1%
8.26	11	< 0.1%

Value	Count	Frequency (%)
15000000	33	0.1%
2458136	5	< 0.1%
2281696.4	1	< 0.1%
1654514	1	< 0.1%
1594670.03	2	< 0.1%

Agri_6m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

Contract_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01372

Minimum	0
Maximum	17
Zeros	49536
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	17
Range	17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1941456037
Coefficient of variation (CV)	14.15055421
Kurtosis	2097.9857
Mean	0.01372
Median Absolute Deviation (MAD)	0
Skewness	34.78914986
Sum	686
Variance	0.03769251545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	49536	99.1%
1	360	0.7%
2	56	0.1%
3	23	< 0.1%
4	14	< 0.1%
6	3	< 0.1%
5	3	< 0.1%
9	2	< 0.1%
7	1	< 0.1%
17	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49536	99.1%
1	360	0.7%
2	56	0.1%
3	23	< 0.1%
4	14	< 0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
14	1	< 0.1%
9	2	< 0.1%
7	1	< 0.1%
6	3	< 0.1%

Airline_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22376

Minimum	0
Maximum	86
Zeros	46359
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.227013842
Coefficient of variation (CV)	9.952689678
Kurtosis	1033.304052
Mean	0.22376
Median Absolute Deviation (MAD)	0
Skewness	29.50974303
Sum	11188
Variance	4.959590654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	46359	92.7%
1	1963	3.9%
2	743	1.5%
3	353	0.7%
4	149	0.3%
5	107	0.2%
6	59	0.1%
7	49	0.1%
10	38	0.1%
8	34	0.1%
Other values (20)	146	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46359	92.7%
1	1963	3.9%
2	743	1.5%
3	353	0.7%
4	149	0.3%

Value	Count	Frequency (%)
86	12	< 0.1%
80	14	< 0.1%
47	8	< 0.1%
38	2	< 0.1%
37	1	< 0.1%

transport_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.10542

Minimum	0
Maximum	199
Zeros	37570
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	199
Range	199
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.996150907
Coefficient of variation (CV)	5.424319179
Kurtosis	627.6198803
Mean	1.10542
Median Absolute Deviation (MAD)	0
Skewness	21.19144641
Sum	55271
Variance	35.9538257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37570	75.1%
1	5482	11.0%
2	2432	4.9%
3	1270	2.5%
4	745	1.5%
5	448	0.9%
6	330	0.7%
7	249	0.5%
8	198	0.4%
9	136	0.3%
Other values (63)	1140	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37570	75.1%
1	5482	11.0%
2	2432	4.9%
3	1270	2.5%
4	745	1.5%

Value	Count	Frequency (%)
199	25	0.1%
148	1	< 0.1%
122	1	< 0.1%
120	2	< 0.1%
106	1	< 0.1%

Insurance_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	46
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57774

Minimum	0
Maximum	348
Zeros	39445
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	348
Range	348
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.488919636
Coefficient of variation (CV)	7.769792011
Kurtosis	3666.095835
Mean	0.57774
Median Absolute Deviation (MAD)	0
Skewness	51.17353581
Sum	28887
Variance	20.1503995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	39445	78.9%
1	6145	12.3%
2	2214	4.4%
3	928	1.9%
4	443	0.9%
5	177	0.4%
6	119	0.2%
7	78	0.2%
12	42	0.1%
34	40	0.1%
Other values (36)	369	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39445	78.9%
1	6145	12.3%
2	2214	4.4%
3	928	1.9%
4	443	0.9%

Value	Count	Frequency (%)
348	5	< 0.1%
94	9	< 0.1%
91	7	< 0.1%
89	3	< 0.1%
73	2	< 0.1%

Hotels_6m
Real number (ℝ)

Distinct	33
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72448

Minimum	0
Maximum	65
Zeros	36891
Zeros (%)	73.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	65
Range	65
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.03482961
Coefficient of variation (CV)	2.808676029
Kurtosis	156.4901343
Mean	0.72448
Median Absolute Deviation (MAD)	0
Skewness	8.30915014
Sum	36224
Variance	4.14053154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	36891	73.8%
1	5807	11.6%
2	2897	5.8%
3	1494	3.0%
4	873	1.7%
5	569	1.1%
6	395	0.8%
7	281	0.6%
8	222	0.4%
10	119	0.2%
Other values (23)	452	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36891	73.8%
1	5807	11.6%
2	2897	5.8%
3	1494	3.0%
4	873	1.7%

Value	Count	Frequency (%)
65	6	< 0.1%
38	3	< 0.1%
36	1	< 0.1%
31	2	< 0.1%
29	3	< 0.1%

Railways_6m
Real number (ℝ)

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72686

Minimum	0
Maximum	88
Zeros	39278
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	88
Range	88
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.135737744
Coefficient of variation (CV)	4.314087642
Kurtosis	341.1364602
Mean	0.72686
Median Absolute Deviation (MAD)	0
Skewness	15.25758491
Sum	36343
Variance	9.832851197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	39278	78.6%
1	4539	9.1%
2	2330	4.7%
3	1261	2.5%
4	721	1.4%
5	388	0.8%
6	313	0.6%
7	208	0.4%
8	180	0.4%
10	155	0.3%
Other values (35)	627	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39278	78.6%
1	4539	9.1%
2	2330	4.7%
3	1261	2.5%
4	721	1.4%

Value	Count	Frequency (%)
88	20	< 0.1%
80	1	< 0.1%
67	10	< 0.1%
65	2	< 0.1%
61	4	< 0.1%

Airports_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00146

Minimum	0
Maximum	5
Zeros	49945
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04917231699
Coefficient of variation (CV)	33.67966917
Kurtosis	3033.124738
Mean	0.00146
Median Absolute Deviation (MAD)	0
Skewness	46.50959616
Sum	73
Variance	0.002417916758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	49945	99.9%
1	40	0.1%
2	14	< 0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49945	99.9%
1	40	0.1%
2	14	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
2	14	< 0.1%
1	40	0.1%
0	49945	99.9%

Utility_6m
Real number (ℝ)

Distinct	90
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5979

Minimum	0
Maximum	389
Zeros	20688
Zeros (%)	41.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	13
Maximum	389
Range	389
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	13.89091627
Coefficient of variation (CV)	3.860840009
Kurtosis	489.6128409
Mean	3.5979
Median Absolute Deviation (MAD)	1
Skewness	19.79756961
Sum	179895
Variance	192.9575547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	41.4%
1	7710	15.4%
2	4609	9.2%
3	3598	7.2%
4	2685	5.4%
5	2048	4.1%
6	1642	3.3%
7	1255	2.5%
8	891	1.8%
9	832	1.7%
Other values (80)	4042	8.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20688	41.4%
1	7710	15.4%
2	4609	9.2%
3	3598	7.2%
4	2685	5.4%

Value	Count	Frequency (%)
389	34	0.1%
285	19	< 0.1%
274	1	< 0.1%
269	4	< 0.1%
176	14	< 0.1%

Retail_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	71
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.84948

Minimum	0
Maximum	1044
Zeros	25725
Zeros (%)	51.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	7
Maximum	1044
Range	1044
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	9.256715263
Coefficient of variation (CV)	5.005036693
Kurtosis	4258.902872
Mean	1.84948
Median Absolute Deviation (MAD)	0
Skewness	52.81860742
Sum	92474
Variance	85.68677747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25725	51.4%
1	9248	18.5%
2	5028	10.1%
3	3046	6.1%
4	1920	3.8%
5	1258	2.5%
6	838	1.7%
7	675	1.4%
8	441	0.9%
9	401	0.8%
Other values (61)	1420	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25725	51.4%
1	9248	18.5%
2	5028	10.1%
3	3046	6.1%
4	1920	3.8%

Value	Count	Frequency (%)
1044	1	< 0.1%
470	2	< 0.1%
465	3	< 0.1%
378	2	< 0.1%
369	5	< 0.1%

Medical_6m
Real number (ℝ)

Distinct	52
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.43778

Minimum	0
Maximum	83
Zeros	32314
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	7
Maximum	83
Range	83
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.608189165
Coefficient of variation (CV)	2.509555819
Kurtosis	71.74185192
Mean	1.43778
Median Absolute Deviation (MAD)	0
Skewness	6.334131441
Sum	71889
Variance	13.01902905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32314	64.6%
1	5870	11.7%
2	3410	6.8%
3	2137	4.3%
4	1478	3.0%
5	1018	2.0%
6	752	1.5%
7	616	1.2%
8	470	0.9%
9	318	0.6%
Other values (42)	1617	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32314	64.6%
1	5870	11.7%
2	3410	6.8%
3	2137	4.3%
4	1478	3.0%

Value	Count	Frequency (%)
83	4	< 0.1%
65	3	< 0.1%
61	8	< 0.1%
58	4	< 0.1%
54	5	< 0.1%

Fuel_6m
Real number (ℝ)

Distinct	77
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.47412

Minimum	0
Maximum	193
Zeros	21967
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	14
Maximum	193
Range	193
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6.213805795
Coefficient of variation (CV)	1.788598492
Kurtosis	65.06113242
Mean	3.47412
Median Absolute Deviation (MAD)	1
Skewness	5.34325986
Sum	173706
Variance	38.61138245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21967	43.9%
1	5535	11.1%
2	3807	7.6%
3	3078	6.2%
4	2626	5.3%
5	2121	4.2%
6	1802	3.6%
7	1399	2.8%
8	1208	2.4%
9	1095	2.2%
Other values (67)	5362	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21967	43.9%
1	5535	11.1%
2	3807	7.6%
3	3078	6.2%
4	2626	5.3%

Value	Count	Frequency (%)
193	1	< 0.1%
138	3	< 0.1%
112	1	< 0.1%
110	4	< 0.1%
96	1	< 0.1%

DeptStores_6m
Real number (ℝ)

Distinct	92
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.76012

Minimum	0
Maximum	187
Zeros	20359
Zeros (%)	40.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	16
Maximum	187
Range	187
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.832164735
Coefficient of variation (CV)	2.082956059
Kurtosis	65.82871473
Mean	3.76012
Median Absolute Deviation (MAD)	1
Skewness	6.028340139
Sum	188006
Variance	61.34280444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20359	40.7%
1	7343	14.7%
2	4793	9.6%
3	3442	6.9%
4	2539	5.1%
5	1889	3.8%
6	1340	2.7%
7	1108	2.2%
8	943	1.9%
9	814	1.6%
Other values (82)	5430	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20359	40.7%
1	7343	14.7%
2	4793	9.6%
3	3442	6.9%
4	2539	5.1%

Value	Count	Frequency (%)
187	3	< 0.1%
140	5	< 0.1%
139	1	< 0.1%
133	1	< 0.1%
124	2	< 0.1%

Food_6m
Real number (ℝ)

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.91748

Minimum	0
Maximum	114
Zeros	34180
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	114
Range	114
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.608962741
Coefficient of variation (CV)	2.843618107
Kurtosis	433.8072451
Mean	0.91748
Median Absolute Deviation (MAD)	0
Skewness	13.85156464
Sum	45874
Variance	6.806686583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	34180	68.4%
1	6851	13.7%
2	3390	6.8%
3	1911	3.8%
4	1127	2.3%
5	723	1.4%
6	470	0.9%
7	316	0.6%
8	220	0.4%
9	194	0.4%
Other values (32)	618	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34180	68.4%
1	6851	13.7%
2	3390	6.8%
3	1911	3.8%
4	1127	2.3%

Value	Count	Frequency (%)
114	5	< 0.1%
80	1	< 0.1%
68	1	< 0.1%
56	2	< 0.1%
55	2	< 0.1%

Auto_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15662

Minimum	0
Maximum	57
Zeros	46021
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	57
Range	57
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.435385447
Coefficient of variation (CV)	9.1647647
Kurtosis	970.2156726
Mean	0.15662
Median Absolute Deviation (MAD)	0
Skewness	28.46302955
Sum	7831
Variance	2.060331382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	46021	92.0%
1	2983	6.0%
2	620	1.2%
3	159	0.3%
4	53	0.1%
5	36	0.1%
33	33	0.1%
6	25	0.1%
57	16	< 0.1%
12	12	< 0.1%
Other values (9)	42	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46021	92.0%
1	2983	6.0%
2	620	1.2%
3	159	0.3%
4	53	0.1%

Value	Count	Frequency (%)
57	16	< 0.1%
33	33	0.1%
17	4	< 0.1%
15	1	< 0.1%
14	2	< 0.1%

ClothStores_6m
Real number (ℝ)

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.89714

Minimum	0
Maximum	59
Zeros	24277
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	8
Maximum	59
Range	59
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.372338547
Coefficient of variation (CV)	1.777590766
Kurtosis	34.01497166
Mean	1.89714
Median Absolute Deviation (MAD)	1
Skewness	4.244303483
Sum	94857
Variance	11.37266727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	24277	48.6%
1	8140	16.3%
2	5228	10.5%
3	3403	6.8%
4	2253	4.5%
5	1730	3.5%
6	1223	2.4%
7	878	1.8%
8	622	1.2%
9	504	1.0%
Other values (31)	1742	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24277	48.6%
1	8140	16.3%
2	5228	10.5%
3	3403	6.8%
4	2253	4.5%

Value	Count	Frequency (%)
59	1	< 0.1%
57	9	< 0.1%
45	11	< 0.1%
42	1	< 0.1%
38	2	< 0.1%

MiscServices_6m
Real number (ℝ)

Distinct	58
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.90552

Minimum	0
Maximum	93
Zeros	34785
Zeros (%)	69.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	93
Range	93
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.282427306
Coefficient of variation (CV)	3.624908677
Kurtosis	177.2661933
Mean	0.90552
Median Absolute Deviation (MAD)	0
Skewness	11.07163845
Sum	45276
Variance	10.77432902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34785	69.6%
1	7825	15.7%
2	3072	6.1%
3	1541	3.1%
4	804	1.6%
5	456	0.9%
6	334	0.7%
7	222	0.4%
8	139	0.3%
9	101	0.2%
Other values (48)	721	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34785	69.6%
1	7825	15.7%
2	3072	6.1%
3	1541	3.1%
4	804	1.6%

Value	Count	Frequency (%)
93	3	< 0.1%
78	1	< 0.1%
77	3	< 0.1%
66	10	< 0.1%
65	6	< 0.1%

HomeF_6m
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07982

Minimum	0
Maximum	23
Zeros	47285
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	23
Range	23
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4301307567
Coefficient of variation (CV)	5.388759167
Kurtosis	451.2791605
Mean	0.07982
Median Absolute Deviation (MAD)	0
Skewness	13.94272501
Sum	3991
Variance	0.1850124678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	47285	94.6%
1	1971	3.9%
2	488	1.0%
3	134	0.3%
4	63	0.1%
5	39	0.1%
7	6	< 0.1%
6	5	< 0.1%
8	3	< 0.1%
10	2	< 0.1%
Other values (3)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47285	94.6%
1	1971	3.9%
2	488	1.0%
3	134	0.3%
4	63	0.1%

Value	Count	Frequency (%)
23	1	< 0.1%
22	1	< 0.1%
17	2	< 0.1%
10	2	< 0.1%
8	3	< 0.1%

Electronics_6m
Real number (ℝ)

Distinct	51
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.28572

Minimum	0
Maximum	133
Zeros	32112
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	133
Range	133
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.000290505
Coefficient of variation (CV)	3.111323232
Kurtosis	328.1721715
Mean	1.28572
Median Absolute Deviation (MAD)	0
Skewness	13.51461061
Sum	64286
Variance	16.00232413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32112	64.2%
1	7727	15.5%
2	3378	6.8%
3	1892	3.8%
4	1059	2.1%
5	826	1.7%
6	600	1.2%
7	412	0.8%
8	389	0.8%
9	274	0.5%
Other values (41)	1331	2.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32112	64.2%
1	7727	15.5%
2	3378	6.8%
3	1892	3.8%
4	1059	2.1%

Value	Count	Frequency (%)
133	9	< 0.1%
131	1	< 0.1%
87	2	< 0.1%
85	4	< 0.1%
82	13	< 0.1%

MusicStores_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04938

Minimum	0
Maximum	163
Zeros	49307
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	163
Range	163
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.715948864
Coefficient of variation (CV)	34.74987575
Kurtosis	8177.573029
Mean	0.04938
Median Absolute Deviation (MAD)	0
Skewness	87.28925641
Sum	2469
Variance	2.944480505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	49307	98.6%
1	417	0.8%
2	116	0.2%
3	54	0.1%
4	31	0.1%
5	25	0.1%
9	9	< 0.1%
6	9	< 0.1%
14	8	< 0.1%
24	6	< 0.1%
Other values (8)	18	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49307	98.6%
1	417	0.8%
2	116	0.2%
3	54	0.1%
4	31	0.1%

Value	Count	Frequency (%)
163	5	< 0.1%
65	1	< 0.1%
24	6	< 0.1%
17	2	< 0.1%
15	1	< 0.1%

Restaurants_6m
Real number (ℝ)

Distinct	116
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9884

Minimum	0
Maximum	211
Zeros	20254
Zeros (%)	40.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	22
Maximum	211
Range	211
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.36514226
Coefficient of variation (CV)	2.077849063
Kurtosis	43.35942087
Mean	4.9884
Median Absolute Deviation (MAD)	1
Skewness	5.114187663
Sum	249420
Variance	107.4361742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20254	40.5%
1	6416	12.8%
2	4003	8.0%
3	3018	6.0%
4	2248	4.5%
5	1787	3.6%
6	1459	2.9%
7	1278	2.6%
8	1090	2.2%
9	908	1.8%
Other values (106)	7539	15.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20254	40.5%
1	6416	12.8%
2	4003	8.0%
3	3018	6.0%
4	2248	4.5%

Value	Count	Frequency (%)
211	1	< 0.1%
201	1	< 0.1%
196	3	< 0.1%
161	1	< 0.1%
150	5	< 0.1%

DigitalGoods_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56234

Minimum	0
Maximum	184
Zeros	44043
Zeros (%)	88.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	184
Range	184
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.329892456
Coefficient of variation (CV)	7.699776748
Kurtosis	697.1504599
Mean	0.56234
Median Absolute Deviation (MAD)	0
Skewness	22.67581288
Sum	28117
Variance	18.74796868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44043	88.1%
1	2590	5.2%
2	933	1.9%
3	798	1.6%
4	481	1.0%
5	213	0.4%
6	126	0.3%
7	119	0.2%
9	111	0.2%
10	69	0.1%
Other values (43)	517	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44043	88.1%
1	2590	5.2%
2	933	1.9%
3	798	1.6%
4	481	1.0%

Value	Count	Frequency (%)
184	5	< 0.1%
137	7	< 0.1%
128	8	< 0.1%
121	6	< 0.1%
80	6	< 0.1%

Alcohol_6m
Real number (ℝ)

Distinct	44
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40314

Minimum	0
Maximum	105
Zeros	43436
Zeros (%)	86.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	105
Range	105
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.003411693
Coefficient of variation (CV)	4.969518513
Kurtosis	661.1060958
Mean	0.40314
Median Absolute Deviation (MAD)	0
Skewness	18.19384547
Sum	20157
Variance	4.013658414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	43436	86.9%
1	3068	6.1%
2	1356	2.7%
3	694	1.4%
4	372	0.7%
5	234	0.5%
6	183	0.4%
7	129	0.3%
8	102	0.2%
10	62	0.1%
Other values (34)	364	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43436	86.9%
1	3068	6.1%
2	1356	2.7%
3	694	1.4%
4	372	0.7%

Value	Count	Frequency (%)
105	3	< 0.1%
91	1	< 0.1%
78	1	< 0.1%
50	1	< 0.1%
47	2	< 0.1%

Books_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15562

Minimum	0
Maximum	102
Zeros	45427
Zeros (%)	90.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	102
Range	102
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.165654147
Coefficient of variation (CV)	7.490387785
Kurtosis	4749.355926
Mean	0.15562
Median Absolute Deviation (MAD)	0
Skewness	57.77552351
Sum	7781
Variance	1.358749591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	45427	90.9%
1	3235	6.5%
2	808	1.6%
3	246	0.5%
4	142	0.3%
5	46	0.1%
7	31	0.1%
6	23	< 0.1%
8	9	< 0.1%
24	6	< 0.1%
Other values (9)	27	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	45427	90.9%
1	3235	6.5%
2	808	1.6%
3	246	0.5%
4	142	0.3%

Value	Count	Frequency (%)
102	4	< 0.1%
34	2	< 0.1%
27	6	< 0.1%
24	6	< 0.1%
15	4	< 0.1%

Jewelry_6m
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18356

Minimum	0
Maximum	44
Zeros	44421
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	44
Range	44
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7054329728
Coefficient of variation (CV)	3.84306479
Kurtosis	636.7629954
Mean	0.18356
Median Absolute Deviation (MAD)	0
Skewness	14.29820106
Sum	9178
Variance	0.4976356791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	44421	88.8%
1	3638	7.3%
2	1101	2.2%
3	491	1.0%
4	185	0.4%
5	74	0.1%
6	41	0.1%
7	12	< 0.1%
8	11	< 0.1%
9	9	< 0.1%
Other values (4)	17	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44421	88.8%
1	3638	7.3%
2	1101	2.2%
3	491	1.0%
4	185	0.4%

Value	Count	Frequency (%)
44	2	< 0.1%
14	4	< 0.1%
11	2	< 0.1%
10	9	< 0.1%
9	9	< 0.1%

DirectM_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07514

Minimum	0
Maximum	35
Zeros	47389
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4828857463
Coefficient of variation (CV)	6.42648052
Kurtosis	920.1343764
Mean	0.07514
Median Absolute Deviation (MAD)	0
Skewness	21.74502737
Sum	3757
Variance	0.233178644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	47389	94.8%
1	2118	4.2%
2	292	0.6%
3	88	0.2%
4	42	0.1%
7	18	< 0.1%
5	15	< 0.1%
6	13	< 0.1%
12	10	< 0.1%
14	5	< 0.1%
Other values (4)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47389	94.8%
1	2118	4.2%
2	292	0.6%
3	88	0.2%
4	42	0.1%

Value	Count	Frequency (%)
35	1	< 0.1%
19	4	< 0.1%
14	5	< 0.1%
12	10	< 0.1%
11	1	< 0.1%

Cash_6m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

QuasiCash_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00088

Minimum	0
Maximum	5
Zeros	49969
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04426358306
Coefficient of variation (CV)	50.2995262
Kurtosis	7567.308021
Mean	0.00088
Median Absolute Deviation (MAD)	0
Skewness	77.89338677
Sum	44
Variance	0.001959264785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	49969	99.9%
1	26	0.1%
5	2	< 0.1%
3	2	< 0.1%
2	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49969	99.9%
1	26	0.1%
2	1	< 0.1%
3	2	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
3	2	< 0.1%
2	1	< 0.1%
1	26	0.1%
0	49969	99.9%

FS_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00138

Minimum	0
Maximum	1
Zeros	49931
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03712308126
Coefficient of variation (CV)	26.90078352
Kurtosis	719.7111522
Mean	0.00138
Median Absolute Deviation (MAD)	0
Skewness	26.86414644
Sum	69
Variance	0.001378123162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	49931	99.9%
1	69	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49931	99.9%
1	69	0.1%

Value	Count	Frequency (%)
1	69	0.1%
0	49931	99.9%

RentPayments_6m
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62926

Minimum	0
Maximum	13
Zeros	38583
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	13
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.428710144
Coefficient of variation (CV)	2.27046077
Kurtosis	8.04876218
Mean	0.62926
Median Absolute Deviation (MAD)	0
Skewness	2.738019177
Sum	31463
Variance	2.041212677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	38583	77.2%
1	3266	6.5%
2	2806	5.6%
3	2330	4.7%
4	1314	2.6%
5	733	1.5%
6	428	0.9%
7	325	0.7%
8	130	0.3%
9	64	0.1%
Other values (3)	21	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38583	77.2%
1	3266	6.5%
2	2806	5.6%
3	2330	4.7%
4	1314	2.6%

Value	Count	Frequency (%)
13	1	< 0.1%
11	2	< 0.1%
10	18	< 0.1%
9	64	0.1%
8	130	0.3%

WalletLoad_6m
Real number (ℝ)

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9795

Minimum	0
Maximum	225
Zeros	39449
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	225
Range	225
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.473615989
Coefficient of variation (CV)	4.567244501
Kurtosis	569.5985459
Mean	0.9795
Median Absolute Deviation (MAD)	0
Skewness	17.61054299
Sum	48975
Variance	20.01324001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39449	78.9%
1	3921	7.8%
2	1912	3.8%
3	1153	2.3%
4	799	1.6%
5	548	1.1%
6	411	0.8%
7	266	0.5%
9	223	0.4%
8	213	0.4%
Other values (63)	1105	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39449	78.9%
1	3921	7.8%
2	1912	3.8%
3	1153	2.3%
4	799	1.6%

Value	Count	Frequency (%)
225	2	< 0.1%
202	1	< 0.1%
184	1	< 0.1%
162	1	< 0.1%
144	2	< 0.1%

BusinessServ_6m
Real number (ℝ)

Distinct	63
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.552

Minimum	0
Maximum	211
Zeros	28973
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	211
Range	211
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.539576675
Coefficient of variation (CV)	3.569314868
Kurtosis	404.4159115
Mean	1.552
Median Absolute Deviation (MAD)	0
Skewness	16.30107829
Sum	77600
Variance	30.68690974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28973	57.9%
1	8419	16.8%
2	4421	8.8%
3	2568	5.1%
4	1677	3.4%
5	986	2.0%
6	756	1.5%
7	505	1.0%
8	317	0.6%
9	225	0.4%
Other values (53)	1153	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28973	57.9%
1	8419	16.8%
2	4421	8.8%
3	2568	5.1%
4	1677	3.4%

Value	Count	Frequency (%)
211	5	< 0.1%
149	4	< 0.1%
130	14	< 0.1%
114	4	< 0.1%
107	7	< 0.1%

ProfServ_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23736

Minimum	0
Maximum	42
Zeros	44022
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.442366749
Coefficient of variation (CV)	6.076705212
Kurtosis	543.1740231
Mean	0.23736
Median Absolute Deviation (MAD)	0
Skewness	20.80803992
Sum	11868
Variance	2.080421839
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	44022	88.0%
1	3979	8.0%
2	1173	2.3%
3	391	0.8%
4	141	0.3%
5	91	0.2%
40	34	0.1%
9	27	0.1%
8	26	0.1%
6	26	0.1%
Other values (16)	90	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44022	88.0%
1	3979	8.0%
2	1173	2.3%
3	391	0.8%
4	141	0.3%

Value	Count	Frequency (%)
42	9	< 0.1%
40	34	0.1%
30	1	< 0.1%
29	1	< 0.1%
27	2	< 0.1%

Education_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38266

Minimum	0
Maximum	95
Zeros	41554
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	95
Range	95
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.128558653
Coefficient of variation (CV)	5.562532413
Kurtosis	739.0244771
Mean	0.38266
Median Absolute Deviation (MAD)	0
Skewness	22.97968228
Sum	19133
Variance	4.53076194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	41554	83.1%
1	5057	10.1%
2	1814	3.6%
3	660	1.3%
4	351	0.7%
5	176	0.4%
6	110	0.2%
7	48	0.1%
9	34	0.1%
8	28	0.1%
Other values (28)	168	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41554	83.1%
1	5057	10.1%
2	1814	3.6%
3	660	1.3%
4	351	0.7%

Value	Count	Frequency (%)
95	1	< 0.1%
83	12	< 0.1%
44	6	< 0.1%
43	5	< 0.1%
42	8	< 0.1%

GovtServices_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	59
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.33948

Minimum	0
Maximum	1127
Zeros	36573
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	1127
Range	1127
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	16.38762229
Coefficient of variation (CV)	12.23431652
Kurtosis	2880.094419
Mean	1.33948
Median Absolute Deviation (MAD)	0
Skewness	47.9914472
Sum	66974
Variance	268.5541644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36573	73.1%
1	5756	11.5%
2	2805	5.6%
3	1556	3.1%
4	924	1.8%
5	547	1.1%
6	400	0.8%
7	319	0.6%
8	173	0.3%
9	139	0.3%
Other values (49)	808	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36573	73.1%
1	5756	11.5%
2	2805	5.6%
3	1556	3.1%
4	924	1.8%

Value	Count	Frequency (%)
1127	6	< 0.1%
390	33	0.1%
217	2	< 0.1%
171	1	< 0.1%
157	1	< 0.1%

Agri_amt_6m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

Contract_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	235
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	220.2849898

Minimum	0
Maximum	440000
Zeros	49536
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	440000
Range	440000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6200.959492
Coefficient of variation (CV)	28.14971414
Kurtosis	2493.646558
Mean	220.2849898
Median Absolute Deviation (MAD)	0
Skewness	45.61014742
Sum	11014249.49
Variance	38451898.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49536	99.1%
199	18	< 0.1%
1000	9	< 0.1%
1299	9	< 0.1%
100000	8	< 0.1%
2800	8	< 0.1%
10000	7	< 0.1%
50000	7	< 0.1%
68355	6	< 0.1%
30000	6	< 0.1%
Other values (225)	386	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49536	99.1%
10	1	< 0.1%
25	1	< 0.1%
50	6	< 0.1%
71.58	1	< 0.1%

Value	Count	Frequency (%)
440000	1	< 0.1%
405200	1	< 0.1%
400000	1	< 0.1%
395000	1	< 0.1%
380000	1	< 0.1%

Airline_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	1492
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4669.319054

Minimum	0
Maximum	2694664
Zeros	46359
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3919.5
Maximum	2694664
Range	2694664
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	55460.76836
Coefficient of variation (CV)	11.87769945
Kurtosis	1166.967589
Mean	4669.319054
Median Absolute Deviation (MAD)	0
Skewness	30.18308024
Sum	233465952.7
Variance	3075896827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46359	92.7%
150	72	0.1%
300	66	0.1%
250	60	0.1%
200	52	0.1%
100	44	0.1%
450	40	0.1%
170811	33	0.1%
400	31	0.1%
350	28	0.1%
Other values (1482)	3215	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46359	92.7%
50	2	< 0.1%
99	3	< 0.1%
100	44	0.1%
104.25	2	< 0.1%

Value	Count	Frequency (%)
2694664	2	< 0.1%
2444185.67	8	< 0.1%
2417315	1	< 0.1%
2088682	2	< 0.1%
1972827	2	< 0.1%

transport_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	6259
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6478.121951

Minimum	0
Maximum	2169027.5
Zeros	37570
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	24000
Maximum	2169027.5
Range	2169027.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	47412.96853
Coefficient of variation (CV)	7.318937323
Kurtosis	561.0998448
Mean	6478.121951
Median Absolute Deviation (MAD)	0
Skewness	20.68576257
Sum	323906097.6
Variance	2247989585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37570	75.1%
2	221	0.4%
1000	117	0.2%
500	77	0.2%
1	65	0.1%
2000	53	0.1%
200	45	0.1%
1500	43	0.1%
300	34	0.1%
4	33	0.1%
Other values (6249)	11742	23.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37570	75.1%
1	65	0.1%
1.3	1	< 0.1%
2	221	0.4%
2.8	1	< 0.1%

Value	Count	Frequency (%)
2169027.5	1	< 0.1%
1403342.66	25	0.1%
1150000	6	< 0.1%
1027529.2	1	< 0.1%
1019060	1	< 0.1%

Insurance_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	6348
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9789.220463

Minimum	0
Maximum	4484200
Zeros	39445
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	42734.95
Maximum	4484200
Range	4484200
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	70123.11161
Coefficient of variation (CV)	7.163298843
Kurtosis	1813.36226
Mean	9789.220463
Median Absolute Deviation (MAD)	0
Skewness	34.35284618
Sum	489461023.2
Variance	4917250782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39445	78.9%
1116060	33	0.1%
530	33	0.1%
10000	27	0.1%
15000	26	0.1%
5000	26	0.1%
3801	21	< 0.1%
102250	20	< 0.1%
887	20	< 0.1%
52250	18	< 0.1%
Other values (6338)	10331	20.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39445	78.9%
1	1	< 0.1%
2	5	< 0.1%
11	1	< 0.1%
26	1	< 0.1%

Value	Count	Frequency (%)
4484200	1	< 0.1%
4275963	5	< 0.1%
2176772.64	2	< 0.1%
1486353.22	1	< 0.1%
1329325.26	4	< 0.1%

Hotels_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	6237
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6508.666604

Minimum	0
Maximum	4479268.69
Zeros	36891
Zeros (%)	73.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	356
95-th percentile	25603.06
Maximum	4479268.69
Range	4479268.69
Interquartile range (IQR)	356

Descriptive statistics

Standard deviation	49810.4365
Coefficient of variation (CV)	7.65294023
Kurtosis	3040.056778
Mean	6508.666604
Median Absolute Deviation (MAD)	0
Skewness	42.77689715
Sum	325433330.2
Variance	2481079584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36891	73.8%
3000	48	0.1%
2000	43	0.1%
1760	34	0.1%
1500	30	0.1%
5000	29	0.1%
10000	29	0.1%
1000	26	0.1%
4000	26	0.1%
2500	25	0.1%
Other values (6227)	12819	25.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36891	73.8%
1	4	< 0.1%
2	18	< 0.1%
6	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
4479268.69	2	< 0.1%
2260639.29	2	< 0.1%
1723207.74	7	< 0.1%
1576184.34	2	< 0.1%
1027180.5	4	< 0.1%

Railways_amt_6m
Real number (ℝ)

Distinct	6459
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5483.707647

Minimum	0
Maximum	1080511
Zeros	39278
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	22424.38
Maximum	1080511
Range	1080511
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	32094.90815
Coefficient of variation (CV)	5.852775206
Kurtosis	295.10659
Mean	5483.707647
Median Absolute Deviation (MAD)	0
Skewness	14.74147247
Sum	274185382.4
Variance	1030083129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39278	78.6%
500	45	0.1%
3897	33	0.1%
200	30	0.1%
300	29	0.1%
102.12	27	0.1%
57457.7	25	0.1%
100	24	< 0.1%
644062.26	20	< 0.1%
1	18	< 0.1%
Other values (6449)	10471	20.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39278	78.6%
1	18	< 0.1%
1.21	1	< 0.1%
1.53	1	< 0.1%
2	4	< 0.1%

Value	Count	Frequency (%)
1080511	2	< 0.1%
820633.41	11	< 0.1%
785491	2	< 0.1%
783356.6	1	< 0.1%
650000	2	< 0.1%

Airports_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.370073

Minimum	0
Maximum	14471.55
Zeros	49945
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14471.55
Range	14471.55
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	190.1376108
Coefficient of variation (CV)	43.50902394
Kurtosis	2906.5728
Mean	4.370073
Median Absolute Deviation (MAD)	0
Skewness	52.14727746
Sum	218503.65
Variance	36152.31103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	49945	99.9%
10300	12	< 0.1%
750	5	< 0.1%
150	3	< 0.1%
600	3	< 0.1%
1500	3	< 0.1%
5200	3	< 0.1%
500	2	< 0.1%
2175.53	2	< 0.1%
1920	2	< 0.1%
Other values (17)	20	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49945	99.9%
121.09	1	< 0.1%
130	1	< 0.1%
150	3	< 0.1%
240	1	< 0.1%

Value	Count	Frequency (%)
14471.55	1	< 0.1%
10300	12	< 0.1%
8732.42	1	< 0.1%
6195	1	< 0.1%
5200	3	< 0.1%

Utility_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	14777
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20979.84211

Minimum	0
Maximum	4087763.19
Zeros	20688
Zeros (%)	41.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	984.6
Q3	7823.165
95-th percentile	67000
Maximum	4087763.19
Range	4087763.19
Interquartile range (IQR)	7823.165

Descriptive statistics

Standard deviation	141481.9163
Coefficient of variation (CV)	6.743707393
Kurtosis	547.0708129
Mean	20979.84211
Median Absolute Deviation (MAD)	984.6
Skewness	21.14555362
Sum	1048992105
Variance	2.001713264 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	41.4%
2	204	0.4%
1947	149	0.3%
1178.82	139	0.3%
666	132	0.3%
2999	110	0.2%
597	94	0.2%
4000	84	0.2%
719	80	0.2%
1298	67	0.1%
Other values (14767)	28253	56.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20688	41.4%
1	10	< 0.1%
1.18	1	< 0.1%
1.5	1	< 0.1%
2	204	0.4%

Value	Count	Frequency (%)
4087763.19	34	0.1%
3293669.12	3	< 0.1%
2983747.64	14	< 0.1%
2179970.74	2	< 0.1%
2135000	2	< 0.1%

Retail_amt_6m
Real number (ℝ)

Distinct	11163
Distinct (%)	22.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10277.3661

Minimum	0
Maximum	2444657.25
Zeros	25725
Zeros (%)	51.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4815.2775
95-th percentile	40845.3
Maximum	2444657.25
Range	2444657.25
Interquartile range (IQR)	4815.2775

Descriptive statistics

Standard deviation	49404.26127
Coefficient of variation (CV)	4.807093645
Kurtosis	477.3922902
Mean	10277.3661
Median Absolute Deviation (MAD)	0
Skewness	17.10848078
Sum	513868305.1
Variance	2440781032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25725	51.4%
4000	155	0.3%
5000	88	0.2%
1000	88	0.2%
500	83	0.2%
2000	75	0.1%
10000	71	0.1%
300	56	0.1%
3000	55	0.1%
2500	48	0.1%
Other values (11153)	23556	47.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25725	51.4%
1	10	< 0.1%
2	47	0.1%
3	1	< 0.1%
4.5	1	< 0.1%

Value	Count	Frequency (%)
2444657.25	1	< 0.1%
2028399.4	1	< 0.1%
1950777.21	1	< 0.1%
1700000	1	< 0.1%
1447823	11	< 0.1%

Medical_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	8057
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5956.067773

Minimum	0
Maximum	2402098
Zeros	32314
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1402
95-th percentile	23824.6725
Maximum	2402098
Range	2402098
Interquartile range (IQR)	1402

Descriptive statistics

Standard deviation	37995.19547
Coefficient of variation (CV)	6.379241626
Kurtosis	1358.903652
Mean	5956.067773
Median Absolute Deviation (MAD)	0
Skewness	28.47865804
Sum	297803388.7
Variance	1443634878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32314	64.6%
1	127	0.3%
1000	88	0.2%
800	78	0.2%
600	76	0.2%
500	73	0.1%
400	66	0.1%
10000	62	0.1%
1500	60	0.1%
386	58	0.1%
Other values (8047)	16998	34.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32314	64.6%
1	127	0.3%
1.74	1	< 0.1%
2	16	< 0.1%
2.09	1	< 0.1%

Value	Count	Frequency (%)
2402098	3	< 0.1%
1920000	2	< 0.1%
1200021	1	< 0.1%
1004101.15	2	< 0.1%
991851	3	< 0.1%

Fuel_amt_6m
Real number (ℝ)

Distinct	15280
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7818.260737

Minimum	0
Maximum	720806.32
Zeros	21967
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	957.51
Q3	8259.5975
95-th percentile	34593.08
Maximum	720806.32
Range	720806.32
Interquartile range (IQR)	8259.5975

Descriptive statistics

Standard deviation	19450.44167
Coefficient of variation (CV)	2.487822078
Kurtosis	207.5981641
Mean	7818.260737
Median Absolute Deviation (MAD)	957.51
Skewness	9.776964854
Sum	390913036.8
Variance	378319681.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21967	43.9%
2023.6	248	0.5%
3035.4	237	0.5%
2020	208	0.4%
1011.8	201	0.4%
1010	182	0.4%
505	153	0.3%
4047.2	128	0.3%
2529.5	100	0.2%
505.9	97	0.2%
Other values (15270)	26479	53.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21967	43.9%
40.47	1	< 0.1%
41.36	2	< 0.1%
50.5	1	< 0.1%
70.7	1	< 0.1%

Value	Count	Frequency (%)
720806.32	3	< 0.1%
642096.54	2	< 0.1%
457796.21	2	< 0.1%
301441.79	3	< 0.1%
280881.76	3	< 0.1%

DeptStores_amt_6m
Real number (ℝ)

Distinct	16736
Distinct (%)	33.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11766.24459

Minimum	0
Maximum	2500871.5
Zeros	20359
Zeros (%)	40.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1025.85
Q3	6647.36
95-th percentile	30875.1925
Maximum	2500871.5
Range	2500871.5
Interquartile range (IQR)	6647.36

Descriptive statistics

Standard deviation	64171.46191
Coefficient of variation (CV)	5.453860949
Kurtosis	434.6925681
Mean	11766.24459
Median Absolute Deviation (MAD)	1025.85
Skewness	17.05207472
Sum	588312229.7
Variance	4117976523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20359	40.7%
1000	50	0.1%
10000	43	0.1%
3889.84	34	0.1%
900	33	0.1%
17463.93	33	0.1%
200	31	0.1%
25000	29	0.1%
3000	27	0.1%
5000	27	0.1%
Other values (16726)	29334	58.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20359	40.7%
1	6	< 0.1%
1.36	1	< 0.1%
2	1	< 0.1%
2.34	2	< 0.1%

Value	Count	Frequency (%)
2500871.5	3	< 0.1%
2428372	1	< 0.1%
2059552.18	8	< 0.1%
1392592.48	4	< 0.1%
1307000	2	< 0.1%

Food_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	5214
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1385.462862

Minimum	0
Maximum	1096500
Zeros	34180
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	485
95-th percentile	5079.79
Maximum	1096500
Range	1096500
Interquartile range (IQR)	485

Descriptive statistics

Standard deviation	14397.16652
Coefficient of variation (CV)	10.39159325
Kurtosis	3266.876924
Mean	1385.462862
Median Absolute Deviation (MAD)	0
Skewness	49.93555124
Sum	69273143.11
Variance	207278403.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34180	68.4%
2	92	0.2%
500	73	0.1%
400	57	0.1%
1000	50	0.1%
450	49	0.1%
200	47	0.1%
300	46	0.1%
480	46	0.1%
4	43	0.1%
Other values (5204)	15317	30.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34180	68.4%
1	3	< 0.1%
2	92	0.2%
3.12	1	< 0.1%
4	43	0.1%

Value	Count	Frequency (%)
1096500	2	< 0.1%
1046805	3	< 0.1%
539123	1	< 0.1%
521890	1	< 0.1%
488020	5	< 0.1%

Auto_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	1867
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2167.957446

Minimum	0
Maximum	1219987
Zeros	46021
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4747.1
Maximum	1219987
Range	1219987
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26685.79818
Coefficient of variation (CV)	12.30918911
Kurtosis	777.9184609
Mean	2167.957446
Median Absolute Deviation (MAD)	0
Skewness	25.52549873
Sum	108397872.3
Variance	712131824.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46021	92.0%
10000	56	0.1%
670267.04	33	0.1%
25000	29	0.1%
11000	27	0.1%
3000	25	0.1%
5000	24	< 0.1%
1000	23	< 0.1%
2000	21	< 0.1%
21000	21	< 0.1%
Other values (1857)	3720	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46021	92.0%
59	2	< 0.1%
60	2	< 0.1%
66	1	< 0.1%
84	1	< 0.1%

Value	Count	Frequency (%)
1219987	4	< 0.1%
802400	1	< 0.1%
800000	4	< 0.1%
709100	4	< 0.1%
670267.04	33	0.1%

ClothStores_amt_6m
Real number (ℝ)

Distinct	12156
Distinct (%)	24.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9433.808793

Minimum	0
Maximum	1154700
Zeros	24277
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	499
Q3	7897.24
95-th percentile	39944.9
Maximum	1154700
Range	1154700
Interquartile range (IQR)	7897.24

Descriptive statistics

Standard deviation	31098.84787
Coefficient of variation (CV)	3.296531502
Kurtosis	291.5345429
Mean	9433.808793
Median Absolute Deviation (MAD)	499
Skewness	13.04381894
Sum	471690439.6
Variance	967138338.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24277	48.6%
5000	54	0.1%
3000	52	0.1%
1000	49	0.1%
400	48	0.1%
2000	43	0.1%
1500	42	0.1%
1499	36	0.1%
599	34	0.1%
999	34	0.1%
Other values (12146)	25331	50.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24277	48.6%
2	27	0.1%
3.1	1	< 0.1%
10	7	< 0.1%
11	2	< 0.1%

Value	Count	Frequency (%)
1154700	3	< 0.1%
964208.44	3	< 0.1%
837031.06	4	< 0.1%
800000	1	< 0.1%
789448.5	1	< 0.1%

MiscServices_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	5445
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2870.836041

Minimum	0
Maximum	1568000
Zeros	34785
Zeros (%)	69.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	308
95-th percentile	11139.15
Maximum	1568000
Range	1568000
Interquartile range (IQR)	308

Descriptive statistics

Standard deviation	21446.42166
Coefficient of variation (CV)	7.470444621
Kurtosis	1377.045698
Mean	2870.836041
Median Absolute Deviation (MAD)	0
Skewness	30.16463497
Sum	143541802.1
Variance	459949002.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34785	69.6%
2	1374	2.7%
1000	73	0.1%
500	68	0.1%
600	64	0.1%
2000	60	0.1%
5000	56	0.1%
2500	53	0.1%
3000	52	0.1%
6000	51	0.1%
Other values (5435)	13364	26.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34785	69.6%
1	10	< 0.1%
2	1374	2.7%
3	1	< 0.1%
4	11	< 0.1%

Value	Count	Frequency (%)
1568000	1	< 0.1%
1105500	2	< 0.1%
1000705.7	2	< 0.1%
833000	2	< 0.1%
810929	2	< 0.1%

HomeF_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	1244
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1107.691418

Minimum	0
Maximum	521180.38
Zeros	47285
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	800
Maximum	521180.38
Range	521180.38
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11198.17701
Coefficient of variation (CV)	10.10947348
Kurtosis	961.430417
Mean	1107.691418
Median Absolute Deviation (MAD)	0
Skewness	26.28062187
Sum	55384570.89
Variance	125399168.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47285	94.6%
5000	32	0.1%
20000	25	0.1%
10000	21	< 0.1%
1000	16	< 0.1%
15000	13	< 0.1%
4200	13	< 0.1%
4449	12	< 0.1%
8000	12	< 0.1%
30000	12	< 0.1%
Other values (1234)	2559	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47285	94.6%
1	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
90	1	< 0.1%

Value	Count	Frequency (%)
521180.38	2	< 0.1%
516155	1	< 0.1%
500000	6	< 0.1%
387326	1	< 0.1%
353000	1	< 0.1%

Electronics_amt_6m
Real number (ℝ)

Distinct	8450
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7785.50485

Minimum	0
Maximum	1075000
Zeros	32112
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2105
95-th percentile	36104.53
Maximum	1075000
Range	1075000
Interquartile range (IQR)	2105

Descriptive statistics

Standard deviation	37669.26346
Coefficient of variation (CV)	4.838384175
Kurtosis	260.1614027
Mean	7785.50485
Median Absolute Deviation (MAD)	0
Skewness	13.72312102
Sum	389275242.5
Variance	1418973409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32112	64.2%
199	103	0.2%
1499	57	0.1%
549	52	0.1%
299	50	0.1%
2	42	0.1%
10000	41	0.1%
2000	41	0.1%
2999	40	0.1%
15000	36	0.1%
Other values (8440)	17426	34.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32112	64.2%
1	25	0.1%
2	42	0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
1075000	1	< 0.1%
1004027.56	3	< 0.1%
959690	3	< 0.1%
942423	13	< 0.1%
790833.6	3	< 0.1%

MusicStores_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	246
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.767819

Minimum	0
Maximum	272142
Zeros	49307
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	272142
Range	272142
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2954.615352
Coefficient of variation (CV)	33.66399422
Kurtosis	7219.326039
Mean	87.767819
Median Absolute Deviation (MAD)	0
Skewness	80.00078775
Sum	4388390.95
Variance	8729751.876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49307	98.6%
99	22	< 0.1%
2000	18	< 0.1%
149	14	< 0.1%
5000	14	< 0.1%
75	13	< 0.1%
1499	13	< 0.1%
449	13	< 0.1%
269	12	< 0.1%
169	11	< 0.1%
Other values (236)	563	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49307	98.6%
5	3	< 0.1%
7	1	< 0.1%
15	5	< 0.1%
18	4	< 0.1%

Value	Count	Frequency (%)
272142	5	< 0.1%
88411	1	< 0.1%
50179	2	< 0.1%
49500	2	< 0.1%
39000	1	< 0.1%

Restaurants_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	14564
Distinct (%)	29.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5916.247728

Minimum	0
Maximum	1020000
Zeros	20254
Zeros (%)	40.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	680.1
Q3	4861
95-th percentile	24971
Maximum	1020000
Range	1020000
Interquartile range (IQR)	4861

Descriptive statistics

Standard deviation	22675.5409
Coefficient of variation (CV)	3.832757169
Kurtosis	668.8097281
Mean	5916.247728
Median Absolute Deviation (MAD)	680.1
Skewness	20.79086653
Sum	295812386.4
Variance	514180154.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20254	40.5%
2	399	0.8%
4	152	0.3%
300	42	0.1%
6	37	0.1%
2061.65	33	0.1%
220	32	0.1%
1000	32	0.1%
900	31	0.1%
400	30	0.1%
Other values (14554)	28958	57.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20254	40.5%
1	4	< 0.1%
2	399	0.8%
4	152	0.3%
6	37	0.1%

Value	Count	Frequency (%)
1020000	1	< 0.1%
1000000	1	< 0.1%
863465.05	9	< 0.1%
657847.38	7	< 0.1%
495000	1	< 0.1%

DigitalGoods_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	1822
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2473.969376

Minimum	0
Maximum	948600
Zeros	44043
Zeros (%)	88.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1891
Maximum	948600
Range	948600
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	30509.16017
Coefficient of variation (CV)	12.33206865
Kurtosis	531.4836965
Mean	2473.969376
Median Absolute Deviation (MAD)	0
Skewness	21.24664222
Sum	123698468.8
Variance	930808854.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44043	88.1%
2	169	0.3%
1300	120	0.2%
390	112	0.2%
299	106	0.2%
200	84	0.2%
387	71	0.1%
20	64	0.1%
567	64	0.1%
258	55	0.1%
Other values (1812)	5112	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44043	88.1%
1	42	0.1%
2	169	0.3%
4	14	< 0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
948600	8	< 0.1%
884000	2	< 0.1%
865000	20	< 0.1%
811681.72	2	< 0.1%
602499	5	< 0.1%

Alcohol_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	2019
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	797.6000446

Minimum	0
Maximum	399994
Zeros	43436
Zeros (%)	86.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3683
Maximum	399994
Range	399994
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6130.755373
Coefficient of variation (CV)	7.686503297
Kurtosis	1671.293833
Mean	797.6000446
Median Absolute Deviation (MAD)	0
Skewness	32.97707862
Sum	39880002.23
Variance	37586161.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43436	86.9%
900	48	0.1%
600	47	0.1%
360	42	0.1%
1200	34	0.1%
400	34	0.1%
800	31	0.1%
720	30	0.1%
300	30	0.1%
540	30	0.1%
Other values (2009)	6238	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43436	86.9%
60	1	< 0.1%
90	4	< 0.1%
104	1	< 0.1%
105	2	< 0.1%

Value	Count	Frequency (%)
399994	2	< 0.1%
390730	1	< 0.1%
390635	1	< 0.1%
231400	2	< 0.1%
200240	3	< 0.1%

Books_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	1938
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	634.0098318

Minimum	0
Maximum	949000
Zeros	45427
Zeros (%)	90.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1526
Maximum	949000
Range	949000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10100.5045
Coefficient of variation (CV)	15.93114805
Kurtosis	3809.320487
Mean	634.0098318
Median Absolute Deviation (MAD)	0
Skewness	52.38559939
Sum	31700491.59
Variance	102020191.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45427	90.9%
450	25	0.1%
400	22	< 0.1%
300	22	< 0.1%
40000	20	< 0.1%
900	19	< 0.1%
1000	18	< 0.1%
2500	18	< 0.1%
600	17	< 0.1%
1700	17	< 0.1%
Other values (1928)	4395	8.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	45427	90.9%
1	3	< 0.1%
1.51	1	< 0.1%
8	2	< 0.1%
10	5	< 0.1%

Value	Count	Frequency (%)
949000	2	< 0.1%
464107.59	4	< 0.1%
400000	1	< 0.1%
368130	6	< 0.1%
281550	1	< 0.1%

Jewelry_amt_6m
Real number (ℝ)

Distinct	2303
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5020.164728

Minimum	0
Maximum	1312235
Zeros	44421
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20387.2
Maximum	1312235
Range	1312235
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	31291.24714
Coefficient of variation (CV)	6.233111628
Kurtosis	274.1977494
Mean	5020.164728
Median Absolute Deviation (MAD)	0
Skewness	13.52489059
Sum	251008236.4
Variance	979142147.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44421	88.8%
10000	105	0.2%
5000	78	0.2%
20000	76	0.2%
30000	53	0.1%
6000	51	0.1%
2000	51	0.1%
4000	45	0.1%
15000	41	0.1%
50000	38	0.1%
Other values (2293)	5041	10.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44421	88.8%
10	2	< 0.1%
110	1	< 0.1%
119	3	< 0.1%
120	1	< 0.1%

Value	Count	Frequency (%)
1312235	1	< 0.1%
1126230	1	< 0.1%
832650	2	< 0.1%
829200	2	< 0.1%
724000	1	< 0.1%

DirectM_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	836
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	440.4139112

Minimum	0
Maximum	1839140.65
Zeros	47389
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	149
Maximum	1839140.65
Range	1839140.65
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16126.08507
Coefficient of variation (CV)	36.61574865
Kurtosis	10640.73601
Mean	440.4139112
Median Absolute Deviation (MAD)	0
Skewness	97.61371505
Sum	22020695.56
Variance	260050619.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47389	94.8%
199	390	0.8%
649	338	0.7%
499	169	0.3%
149	115	0.2%
398	29	0.1%
2	26	0.1%
1298	19	< 0.1%
998	15	< 0.1%
501	11	< 0.1%
Other values (826)	1499	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47389	94.8%
1	1	< 0.1%
2	26	0.1%
12	2	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
1839140.65	3	< 0.1%
1115580.42	1	< 0.1%
516502.12	1	< 0.1%
351866.94	1	< 0.1%
330896.88	1	< 0.1%

Cash_amt_6m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

QuasiCash_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.913654

Minimum	0
Maximum	149644.47
Zeros	49969
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	149644.47
Range	149644.47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	967.3857349
Coefficient of variation (CV)	108.5285266
Kurtosis	22921.57892
Mean	8.913654
Median Absolute Deviation (MAD)	0
Skewness	148.9790539
Sum	445682.7
Variance	935835.1601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	49969	99.9%
285.61	5	< 0.1%
3393.16	4	< 0.1%
4457.23	4	< 0.1%
5007.12	3	< 0.1%
319.01	2	< 0.1%
149644.47	2	< 0.1%
21072.71	2	< 0.1%
2399.01	1	< 0.1%
8469.32	1	< 0.1%
Other values (7)	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49969	99.9%
285.61	5	< 0.1%
319.01	2	< 0.1%
754.41	1	< 0.1%
2009.57	1	< 0.1%

Value	Count	Frequency (%)
149644.47	2	< 0.1%
27988.24	1	< 0.1%
21072.71	2	< 0.1%
8469.32	1	< 0.1%
5013.32	1	< 0.1%

FS_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.366

Minimum	0
Maximum	30000
Zeros	49931
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30000
Range	30000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	174.5065703
Coefficient of variation (CV)	127.7500515
Kurtosis	25755.09187
Mean	1.366
Median Absolute Deviation (MAD)	0
Skewness	159.7054686
Sum	68300
Variance	30452.54309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	49931	99.9%
200	67	0.1%
30000	1	< 0.1%
24900	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49931	99.9%
200	67	0.1%
24900	1	< 0.1%
30000	1	< 0.1%

Value	Count	Frequency (%)
30000	1	< 0.1%
24900	1	< 0.1%
200	67	0.1%
0	49931	99.9%

RentPayments_amt_6m
Real number (ℝ)

Distinct	6705
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17250.93866

Minimum	0
Maximum	1013828
Zeros	38583
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	106470.675
Maximum	1013828
Range	1013828
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	51878.21575
Coefficient of variation (CV)	3.007269156
Kurtosis	42.62888392
Mean	17250.93866
Median Absolute Deviation (MAD)	0
Skewness	5.359033025
Sum	862546933
Variance	2691349269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38583	77.2%
20300	65	0.1%
10150	58	0.1%
3540	57	0.1%
25375	42	0.1%
20200	40	0.1%
40600	30	0.1%
30420	28	0.1%
20310	27	0.1%
30300	25	0.1%
Other values (6695)	11045	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38583	77.2%
1	1	< 0.1%
1.01	1	< 0.1%
2	18	< 0.1%
5.11	1	< 0.1%

Value	Count	Frequency (%)
1013828	1	< 0.1%
959020	1	< 0.1%
891620.5	1	< 0.1%
807058	1	< 0.1%
797900	2	< 0.1%

WalletLoad_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	4467
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3405.023854

Minimum	0
Maximum	1835364.3
Zeros	39449
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20336.72
Maximum	1835364.3
Range	1835364.3
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20662.81433
Coefficient of variation (CV)	6.06833174
Kurtosis	2728.405834
Mean	3405.023854
Median Absolute Deviation (MAD)	0
Skewness	38.26647813
Sum	170251192.7
Variance	426951896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39449	78.9%
1023	139	0.3%
1000	123	0.2%
500	105	0.2%
2000	103	0.2%
4000	103	0.2%
10230	99	0.2%
2046	85	0.2%
5115	81	0.2%
20460	79	0.2%
Other values (4457)	9634	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39449	78.9%
1	5	< 0.1%
1.02	5	< 0.1%
1.03	1	< 0.1%
2	43	0.1%

Value	Count	Frequency (%)
1835364.3	2	< 0.1%
684317.7	4	< 0.1%
656226.57	6	< 0.1%
337932	7	< 0.1%
323330	2	< 0.1%

BusinessServ_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	10073
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10236.93259

Minimum	0
Maximum	4905650
Zeros	28973
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1399
95-th percentile	20072
Maximum	4905650
Range	4905650
Interquartile range (IQR)	1399

Descriptive statistics

Standard deviation	110315.3813
Coefficient of variation (CV)	10.77621449
Kurtosis	1051.347246
Mean	10236.93259
Median Absolute Deviation (MAD)	0
Skewness	28.70445734
Sum	511846629.6
Variance	1.216948335 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28973	57.9%
1000	94	0.2%
600	65	0.1%
899	63	0.1%
1500	63	0.1%
1499	60	0.1%
500	56	0.1%
2	49	0.1%
400	48	0.1%
3000	45	0.1%
Other values (10063)	20484	41.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28973	57.9%
1	17	< 0.1%
2	49	0.1%
3	1	< 0.1%
4	9	< 0.1%

Value	Count	Frequency (%)
4905650	11	< 0.1%
3121264.01	1	< 0.1%
2828574	14	< 0.1%
2697100	4	< 0.1%
1894211.09	12	< 0.1%

ProfServ_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	2179
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2725.70208

Minimum	0
Maximum	1500000
Zeros	44022
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6807.2
Maximum	1500000
Range	1500000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	27657.61293
Coefficient of variation (CV)	10.14696842
Kurtosis	1000.913767
Mean	2725.70208
Median Absolute Deviation (MAD)	0
Skewness	26.89576097
Sum	136285104
Variance	764943553.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44022	88.0%
500	95	0.2%
1000	76	0.2%
1500	68	0.1%
3000	66	0.1%
5000	65	0.1%
10000	61	0.1%
4032	52	0.1%
2000	50	0.1%
400	40	0.1%
Other values (2169)	5405	10.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44022	88.0%
1	8	< 0.1%
10	3	< 0.1%
29	2	< 0.1%
31	1	< 0.1%

Value	Count	Frequency (%)
1500000	2	< 0.1%
1302900	2	< 0.1%
1300000	1	< 0.1%
1150000	1	< 0.1%
1125000	1	< 0.1%

Education_amt_6m
Real number (ℝ)

Distinct	3859
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6434.501254

Minimum	0
Maximum	1505584
Zeros	41554
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	34443.63
Maximum	1505584
Range	1505584
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	37406.22845
Coefficient of variation (CV)	5.813384281
Kurtosis	451.9611095
Mean	6434.501254
Median Absolute Deviation (MAD)	0
Skewness	17.12044735
Sum	321725062.7
Variance	1399225926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41554	83.1%
2	572	1.1%
455	41	0.1%
1000	40	0.1%
10000	39	0.1%
500	37	0.1%
15000	35	0.1%
68215.44	33	0.1%
3000	31	0.1%
20000	30	0.1%
Other values (3849)	7588	15.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41554	83.1%
1	1	< 0.1%
1.03	1	< 0.1%
2	572	1.1%
3	1	< 0.1%

Value	Count	Frequency (%)
1505584	3	< 0.1%
1250000	5	< 0.1%
1186450.01	3	< 0.1%
928098.23	1	< 0.1%
898741	6	< 0.1%

GovtServices_amt_6m
Real number (ℝ)

SKEWED ZEROS

Distinct	7060
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18016.19656

Minimum	0
Maximum	15000000
Zeros	36573
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	300
95-th percentile	25266.326
Maximum	15000000
Range	15000000
Interquartile range (IQR)	300

Descriptive statistics

Standard deviation	389880.2572
Coefficient of variation (CV)	21.64054194
Kurtosis	1436.625262
Mean	18016.19656
Median Absolute Deviation (MAD)	0
Skewness	37.52586981
Sum	900809827.8
Variance	1.52006615 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36573	73.1%
50	113	0.2%
1526.55	92	0.2%
500	83	0.2%
201.76	70	0.1%
200	61	0.1%
100	53	0.1%
1000	45	0.1%
50445	43	0.1%
2000	41	0.1%
Other values (7050)	12826	25.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36573	73.1%
3.03	2	< 0.1%
5.06	3	< 0.1%
7	1	< 0.1%
8.26	11	< 0.1%

Value	Count	Frequency (%)
15000000	33	0.1%
2458136	5	< 0.1%
2281696.4	1	< 0.1%
1654514	1	< 0.1%
1594670.03	2	< 0.1%

Agri_12m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

Contract_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01372

Minimum	0
Maximum	17
Zeros	49536
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	17
Range	17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1941456037
Coefficient of variation (CV)	14.15055421
Kurtosis	2097.9857
Mean	0.01372
Median Absolute Deviation (MAD)	0
Skewness	34.78914986
Sum	686
Variance	0.03769251545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	49536	99.1%
1	360	0.7%
2	56	0.1%
3	23	< 0.1%
4	14	< 0.1%
6	3	< 0.1%
5	3	< 0.1%
9	2	< 0.1%
7	1	< 0.1%
17	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49536	99.1%
1	360	0.7%
2	56	0.1%
3	23	< 0.1%
4	14	< 0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
14	1	< 0.1%
9	2	< 0.1%
7	1	< 0.1%
6	3	< 0.1%

Airline_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22376

Minimum	0
Maximum	86
Zeros	46359
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.227013842
Coefficient of variation (CV)	9.952689678
Kurtosis	1033.304052
Mean	0.22376
Median Absolute Deviation (MAD)	0
Skewness	29.50974303
Sum	11188
Variance	4.959590654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	46359	92.7%
1	1963	3.9%
2	743	1.5%
3	353	0.7%
4	149	0.3%
5	107	0.2%
6	59	0.1%
7	49	0.1%
10	38	0.1%
8	34	0.1%
Other values (20)	146	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46359	92.7%
1	1963	3.9%
2	743	1.5%
3	353	0.7%
4	149	0.3%

Value	Count	Frequency (%)
86	12	< 0.1%
80	14	< 0.1%
47	8	< 0.1%
38	2	< 0.1%
37	1	< 0.1%

transport_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.10542

Minimum	0
Maximum	199
Zeros	37570
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	199
Range	199
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.996150907
Coefficient of variation (CV)	5.424319179
Kurtosis	627.6198803
Mean	1.10542
Median Absolute Deviation (MAD)	0
Skewness	21.19144641
Sum	55271
Variance	35.9538257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37570	75.1%
1	5482	11.0%
2	2432	4.9%
3	1270	2.5%
4	745	1.5%
5	448	0.9%
6	330	0.7%
7	249	0.5%
8	198	0.4%
9	136	0.3%
Other values (63)	1140	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37570	75.1%
1	5482	11.0%
2	2432	4.9%
3	1270	2.5%
4	745	1.5%

Value	Count	Frequency (%)
199	25	0.1%
148	1	< 0.1%
122	1	< 0.1%
120	2	< 0.1%
106	1	< 0.1%

Insurance_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	46
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57774

Minimum	0
Maximum	348
Zeros	39445
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	348
Range	348
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.488919636
Coefficient of variation (CV)	7.769792011
Kurtosis	3666.095835
Mean	0.57774
Median Absolute Deviation (MAD)	0
Skewness	51.17353581
Sum	28887
Variance	20.1503995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	39445	78.9%
1	6145	12.3%
2	2214	4.4%
3	928	1.9%
4	443	0.9%
5	177	0.4%
6	119	0.2%
7	78	0.2%
12	42	0.1%
34	40	0.1%
Other values (36)	369	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39445	78.9%
1	6145	12.3%
2	2214	4.4%
3	928	1.9%
4	443	0.9%

Value	Count	Frequency (%)
348	5	< 0.1%
94	9	< 0.1%
91	7	< 0.1%
89	3	< 0.1%
73	2	< 0.1%

Hotels_12m
Real number (ℝ)

Distinct	33
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72448

Minimum	0
Maximum	65
Zeros	36891
Zeros (%)	73.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	65
Range	65
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.03482961
Coefficient of variation (CV)	2.808676029
Kurtosis	156.4901343
Mean	0.72448
Median Absolute Deviation (MAD)	0
Skewness	8.30915014
Sum	36224
Variance	4.14053154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	36891	73.8%
1	5807	11.6%
2	2897	5.8%
3	1494	3.0%
4	873	1.7%
5	569	1.1%
6	395	0.8%
7	281	0.6%
8	222	0.4%
10	119	0.2%
Other values (23)	452	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36891	73.8%
1	5807	11.6%
2	2897	5.8%
3	1494	3.0%
4	873	1.7%

Value	Count	Frequency (%)
65	6	< 0.1%
38	3	< 0.1%
36	1	< 0.1%
31	2	< 0.1%
29	3	< 0.1%

Railways_12m
Real number (ℝ)

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72686

Minimum	0
Maximum	88
Zeros	39278
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	88
Range	88
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.135737744
Coefficient of variation (CV)	4.314087642
Kurtosis	341.1364602
Mean	0.72686
Median Absolute Deviation (MAD)	0
Skewness	15.25758491
Sum	36343
Variance	9.832851197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	39278	78.6%
1	4539	9.1%
2	2330	4.7%
3	1261	2.5%
4	721	1.4%
5	388	0.8%
6	313	0.6%
7	208	0.4%
8	180	0.4%
10	155	0.3%
Other values (35)	627	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39278	78.6%
1	4539	9.1%
2	2330	4.7%
3	1261	2.5%
4	721	1.4%

Value	Count	Frequency (%)
88	20	< 0.1%
80	1	< 0.1%
67	10	< 0.1%
65	2	< 0.1%
61	4	< 0.1%

Airports_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00146

Minimum	0
Maximum	5
Zeros	49945
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04917231699
Coefficient of variation (CV)	33.67966917
Kurtosis	3033.124738
Mean	0.00146
Median Absolute Deviation (MAD)	0
Skewness	46.50959616
Sum	73
Variance	0.002417916758
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	49945	99.9%
1	40	0.1%
2	14	< 0.1%
5	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49945	99.9%
1	40	0.1%
2	14	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
5	1	< 0.1%
2	14	< 0.1%
1	40	0.1%
0	49945	99.9%

Utility_12m
Real number (ℝ)

Distinct	90
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5979

Minimum	0
Maximum	389
Zeros	20688
Zeros (%)	41.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	13
Maximum	389
Range	389
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	13.89091627
Coefficient of variation (CV)	3.860840009
Kurtosis	489.6128409
Mean	3.5979
Median Absolute Deviation (MAD)	1
Skewness	19.79756961
Sum	179895
Variance	192.9575547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	41.4%
1	7710	15.4%
2	4609	9.2%
3	3598	7.2%
4	2685	5.4%
5	2048	4.1%
6	1642	3.3%
7	1255	2.5%
8	891	1.8%
9	832	1.7%
Other values (80)	4042	8.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20688	41.4%
1	7710	15.4%
2	4609	9.2%
3	3598	7.2%
4	2685	5.4%

Value	Count	Frequency (%)
389	34	0.1%
285	19	< 0.1%
274	1	< 0.1%
269	4	< 0.1%
176	14	< 0.1%

Retail_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	71
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.84948

Minimum	0
Maximum	1044
Zeros	25725
Zeros (%)	51.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	7
Maximum	1044
Range	1044
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	9.256715263
Coefficient of variation (CV)	5.005036693
Kurtosis	4258.902872
Mean	1.84948
Median Absolute Deviation (MAD)	0
Skewness	52.81860742
Sum	92474
Variance	85.68677747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25725	51.4%
1	9248	18.5%
2	5028	10.1%
3	3046	6.1%
4	1920	3.8%
5	1258	2.5%
6	838	1.7%
7	675	1.4%
8	441	0.9%
9	401	0.8%
Other values (61)	1420	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25725	51.4%
1	9248	18.5%
2	5028	10.1%
3	3046	6.1%
4	1920	3.8%

Value	Count	Frequency (%)
1044	1	< 0.1%
470	2	< 0.1%
465	3	< 0.1%
378	2	< 0.1%
369	5	< 0.1%

Medical_12m
Real number (ℝ)

Distinct	52
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.43778

Minimum	0
Maximum	83
Zeros	32314
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	7
Maximum	83
Range	83
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.608189165
Coefficient of variation (CV)	2.509555819
Kurtosis	71.74185192
Mean	1.43778
Median Absolute Deviation (MAD)	0
Skewness	6.334131441
Sum	71889
Variance	13.01902905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32314	64.6%
1	5870	11.7%
2	3410	6.8%
3	2137	4.3%
4	1478	3.0%
5	1018	2.0%
6	752	1.5%
7	616	1.2%
8	470	0.9%
9	318	0.6%
Other values (42)	1617	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32314	64.6%
1	5870	11.7%
2	3410	6.8%
3	2137	4.3%
4	1478	3.0%

Value	Count	Frequency (%)
83	4	< 0.1%
65	3	< 0.1%
61	8	< 0.1%
58	4	< 0.1%
54	5	< 0.1%

Fuel_12m
Real number (ℝ)

Distinct	77
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.47412

Minimum	0
Maximum	193
Zeros	21967
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	14
Maximum	193
Range	193
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6.213805795
Coefficient of variation (CV)	1.788598492
Kurtosis	65.06113242
Mean	3.47412
Median Absolute Deviation (MAD)	1
Skewness	5.34325986
Sum	173706
Variance	38.61138245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21967	43.9%
1	5535	11.1%
2	3807	7.6%
3	3078	6.2%
4	2626	5.3%
5	2121	4.2%
6	1802	3.6%
7	1399	2.8%
8	1208	2.4%
9	1095	2.2%
Other values (67)	5362	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21967	43.9%
1	5535	11.1%
2	3807	7.6%
3	3078	6.2%
4	2626	5.3%

Value	Count	Frequency (%)
193	1	< 0.1%
138	3	< 0.1%
112	1	< 0.1%
110	4	< 0.1%
96	1	< 0.1%

DeptStores_12m
Real number (ℝ)

Distinct	92
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.76012

Minimum	0
Maximum	187
Zeros	20359
Zeros (%)	40.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	16
Maximum	187
Range	187
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.832164735
Coefficient of variation (CV)	2.082956059
Kurtosis	65.82871473
Mean	3.76012
Median Absolute Deviation (MAD)	1
Skewness	6.028340139
Sum	188006
Variance	61.34280444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20359	40.7%
1	7343	14.7%
2	4793	9.6%
3	3442	6.9%
4	2539	5.1%
5	1889	3.8%
6	1340	2.7%
7	1108	2.2%
8	943	1.9%
9	814	1.6%
Other values (82)	5430	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20359	40.7%
1	7343	14.7%
2	4793	9.6%
3	3442	6.9%
4	2539	5.1%

Value	Count	Frequency (%)
187	3	< 0.1%
140	5	< 0.1%
139	1	< 0.1%
133	1	< 0.1%
124	2	< 0.1%

Food_12m
Real number (ℝ)

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.91748

Minimum	0
Maximum	114
Zeros	34180
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	114
Range	114
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.608962741
Coefficient of variation (CV)	2.843618107
Kurtosis	433.8072451
Mean	0.91748
Median Absolute Deviation (MAD)	0
Skewness	13.85156464
Sum	45874
Variance	6.806686583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	34180	68.4%
1	6851	13.7%
2	3390	6.8%
3	1911	3.8%
4	1127	2.3%
5	723	1.4%
6	470	0.9%
7	316	0.6%
8	220	0.4%
9	194	0.4%
Other values (32)	618	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34180	68.4%
1	6851	13.7%
2	3390	6.8%
3	1911	3.8%
4	1127	2.3%

Value	Count	Frequency (%)
114	5	< 0.1%
80	1	< 0.1%
68	1	< 0.1%
56	2	< 0.1%
55	2	< 0.1%

Auto_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15662

Minimum	0
Maximum	57
Zeros	46021
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	57
Range	57
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.435385447
Coefficient of variation (CV)	9.1647647
Kurtosis	970.2156726
Mean	0.15662
Median Absolute Deviation (MAD)	0
Skewness	28.46302955
Sum	7831
Variance	2.060331382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	46021	92.0%
1	2983	6.0%
2	620	1.2%
3	159	0.3%
4	53	0.1%
5	36	0.1%
33	33	0.1%
6	25	0.1%
57	16	< 0.1%
12	12	< 0.1%
Other values (9)	42	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46021	92.0%
1	2983	6.0%
2	620	1.2%
3	159	0.3%
4	53	0.1%

Value	Count	Frequency (%)
57	16	< 0.1%
33	33	0.1%
17	4	< 0.1%
15	1	< 0.1%
14	2	< 0.1%

ClothStores_12m
Real number (ℝ)

Distinct	41
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.89714

Minimum	0
Maximum	59
Zeros	24277
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	8
Maximum	59
Range	59
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.372338547
Coefficient of variation (CV)	1.777590766
Kurtosis	34.01497166
Mean	1.89714
Median Absolute Deviation (MAD)	1
Skewness	4.244303483
Sum	94857
Variance	11.37266727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	24277	48.6%
1	8140	16.3%
2	5228	10.5%
3	3403	6.8%
4	2253	4.5%
5	1730	3.5%
6	1223	2.4%
7	878	1.8%
8	622	1.2%
9	504	1.0%
Other values (31)	1742	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24277	48.6%
1	8140	16.3%
2	5228	10.5%
3	3403	6.8%
4	2253	4.5%

Value	Count	Frequency (%)
59	1	< 0.1%
57	9	< 0.1%
45	11	< 0.1%
42	1	< 0.1%
38	2	< 0.1%

MiscServices_12m
Real number (ℝ)

Distinct	58
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.90552

Minimum	0
Maximum	93
Zeros	34785
Zeros (%)	69.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	93
Range	93
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.282427306
Coefficient of variation (CV)	3.624908677
Kurtosis	177.2661933
Mean	0.90552
Median Absolute Deviation (MAD)	0
Skewness	11.07163845
Sum	45276
Variance	10.77432902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34785	69.6%
1	7825	15.7%
2	3072	6.1%
3	1541	3.1%
4	804	1.6%
5	456	0.9%
6	334	0.7%
7	222	0.4%
8	139	0.3%
9	101	0.2%
Other values (48)	721	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34785	69.6%
1	7825	15.7%
2	3072	6.1%
3	1541	3.1%
4	804	1.6%

Value	Count	Frequency (%)
93	3	< 0.1%
78	1	< 0.1%
77	3	< 0.1%
66	10	< 0.1%
65	6	< 0.1%

HomeF_12m
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07982

Minimum	0
Maximum	23
Zeros	47285
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	23
Range	23
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4301307567
Coefficient of variation (CV)	5.388759167
Kurtosis	451.2791605
Mean	0.07982
Median Absolute Deviation (MAD)	0
Skewness	13.94272501
Sum	3991
Variance	0.1850124678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	47285	94.6%
1	1971	3.9%
2	488	1.0%
3	134	0.3%
4	63	0.1%
5	39	0.1%
7	6	< 0.1%
6	5	< 0.1%
8	3	< 0.1%
10	2	< 0.1%
Other values (3)	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47285	94.6%
1	1971	3.9%
2	488	1.0%
3	134	0.3%
4	63	0.1%

Value	Count	Frequency (%)
23	1	< 0.1%
22	1	< 0.1%
17	2	< 0.1%
10	2	< 0.1%
8	3	< 0.1%

Electronics_12m
Real number (ℝ)

Distinct	51
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.28572

Minimum	0
Maximum	133
Zeros	32112
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	133
Range	133
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.000290505
Coefficient of variation (CV)	3.111323232
Kurtosis	328.1721715
Mean	1.28572
Median Absolute Deviation (MAD)	0
Skewness	13.51461061
Sum	64286
Variance	16.00232413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32112	64.2%
1	7727	15.5%
2	3378	6.8%
3	1892	3.8%
4	1059	2.1%
5	826	1.7%
6	600	1.2%
7	412	0.8%
8	389	0.8%
9	274	0.5%
Other values (41)	1331	2.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32112	64.2%
1	7727	15.5%
2	3378	6.8%
3	1892	3.8%
4	1059	2.1%

Value	Count	Frequency (%)
133	9	< 0.1%
131	1	< 0.1%
87	2	< 0.1%
85	4	< 0.1%
82	13	< 0.1%

MusicStores_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.04938

Minimum	0
Maximum	163
Zeros	49307
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	163
Range	163
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.715948864
Coefficient of variation (CV)	34.74987575
Kurtosis	8177.573029
Mean	0.04938
Median Absolute Deviation (MAD)	0
Skewness	87.28925641
Sum	2469
Variance	2.944480505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	49307	98.6%
1	417	0.8%
2	116	0.2%
3	54	0.1%
4	31	0.1%
5	25	0.1%
9	9	< 0.1%
6	9	< 0.1%
14	8	< 0.1%
24	6	< 0.1%
Other values (8)	18	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49307	98.6%
1	417	0.8%
2	116	0.2%
3	54	0.1%
4	31	0.1%

Value	Count	Frequency (%)
163	5	< 0.1%
65	1	< 0.1%
24	6	< 0.1%
17	2	< 0.1%
15	1	< 0.1%

Restaurants_12m
Real number (ℝ)

Distinct	116
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9884

Minimum	0
Maximum	211
Zeros	20254
Zeros (%)	40.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	5
95-th percentile	22
Maximum	211
Range	211
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.36514226
Coefficient of variation (CV)	2.077849063
Kurtosis	43.35942087
Mean	4.9884
Median Absolute Deviation (MAD)	1
Skewness	5.114187663
Sum	249420
Variance	107.4361742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20254	40.5%
1	6416	12.8%
2	4003	8.0%
3	3018	6.0%
4	2248	4.5%
5	1787	3.6%
6	1459	2.9%
7	1278	2.6%
8	1090	2.2%
9	908	1.8%
Other values (106)	7539	15.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20254	40.5%
1	6416	12.8%
2	4003	8.0%
3	3018	6.0%
4	2248	4.5%

Value	Count	Frequency (%)
211	1	< 0.1%
201	1	< 0.1%
196	3	< 0.1%
161	1	< 0.1%
150	5	< 0.1%

DigitalGoods_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56234

Minimum	0
Maximum	184
Zeros	44043
Zeros (%)	88.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	184
Range	184
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.329892456
Coefficient of variation (CV)	7.699776748
Kurtosis	697.1504599
Mean	0.56234
Median Absolute Deviation (MAD)	0
Skewness	22.67581288
Sum	28117
Variance	18.74796868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44043	88.1%
1	2590	5.2%
2	933	1.9%
3	798	1.6%
4	481	1.0%
5	213	0.4%
6	126	0.3%
7	119	0.2%
9	111	0.2%
10	69	0.1%
Other values (43)	517	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44043	88.1%
1	2590	5.2%
2	933	1.9%
3	798	1.6%
4	481	1.0%

Value	Count	Frequency (%)
184	5	< 0.1%
137	7	< 0.1%
128	8	< 0.1%
121	6	< 0.1%
80	6	< 0.1%

Alcohol_12m
Real number (ℝ)

Distinct	44
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.40314

Minimum	0
Maximum	105
Zeros	43436
Zeros (%)	86.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	105
Range	105
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.003411693
Coefficient of variation (CV)	4.969518513
Kurtosis	661.1060958
Mean	0.40314
Median Absolute Deviation (MAD)	0
Skewness	18.19384547
Sum	20157
Variance	4.013658414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	43436	86.9%
1	3068	6.1%
2	1356	2.7%
3	694	1.4%
4	372	0.7%
5	234	0.5%
6	183	0.4%
7	129	0.3%
8	102	0.2%
10	62	0.1%
Other values (34)	364	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43436	86.9%
1	3068	6.1%
2	1356	2.7%
3	694	1.4%
4	372	0.7%

Value	Count	Frequency (%)
105	3	< 0.1%
91	1	< 0.1%
78	1	< 0.1%
50	1	< 0.1%
47	2	< 0.1%

Books_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15562

Minimum	0
Maximum	102
Zeros	45427
Zeros (%)	90.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	102
Range	102
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.165654147
Coefficient of variation (CV)	7.490387785
Kurtosis	4749.355926
Mean	0.15562
Median Absolute Deviation (MAD)	0
Skewness	57.77552351
Sum	7781
Variance	1.358749591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	45427	90.9%
1	3235	6.5%
2	808	1.6%
3	246	0.5%
4	142	0.3%
5	46	0.1%
7	31	0.1%
6	23	< 0.1%
8	9	< 0.1%
24	6	< 0.1%
Other values (9)	27	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	45427	90.9%
1	3235	6.5%
2	808	1.6%
3	246	0.5%
4	142	0.3%

Value	Count	Frequency (%)
102	4	< 0.1%
34	2	< 0.1%
27	6	< 0.1%
24	6	< 0.1%
15	4	< 0.1%

Jewelry_12m
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18356

Minimum	0
Maximum	44
Zeros	44421
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	44
Range	44
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7054329728
Coefficient of variation (CV)	3.84306479
Kurtosis	636.7629954
Mean	0.18356
Median Absolute Deviation (MAD)	0
Skewness	14.29820106
Sum	9178
Variance	0.4976356791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	44421	88.8%
1	3638	7.3%
2	1101	2.2%
3	491	1.0%
4	185	0.4%
5	74	0.1%
6	41	0.1%
7	12	< 0.1%
8	11	< 0.1%
9	9	< 0.1%
Other values (4)	17	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44421	88.8%
1	3638	7.3%
2	1101	2.2%
3	491	1.0%
4	185	0.4%

Value	Count	Frequency (%)
44	2	< 0.1%
14	4	< 0.1%
11	2	< 0.1%
10	9	< 0.1%
9	9	< 0.1%

DirectM_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07514

Minimum	0
Maximum	35
Zeros	47389
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4828857463
Coefficient of variation (CV)	6.42648052
Kurtosis	920.1343764
Mean	0.07514
Median Absolute Deviation (MAD)	0
Skewness	21.74502737
Sum	3757
Variance	0.233178644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	47389	94.8%
1	2118	4.2%
2	292	0.6%
3	88	0.2%
4	42	0.1%
7	18	< 0.1%
5	15	< 0.1%
6	13	< 0.1%
12	10	< 0.1%
14	5	< 0.1%
Other values (4)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47389	94.8%
1	2118	4.2%
2	292	0.6%
3	88	0.2%
4	42	0.1%

Value	Count	Frequency (%)
35	1	< 0.1%
19	4	< 0.1%
14	5	< 0.1%
12	10	< 0.1%
11	1	< 0.1%

Cash_12m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

QuasiCash_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00088

Minimum	0
Maximum	5
Zeros	49969
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04426358306
Coefficient of variation (CV)	50.2995262
Kurtosis	7567.308021
Mean	0.00088
Median Absolute Deviation (MAD)	0
Skewness	77.89338677
Sum	44
Variance	0.001959264785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	49969	99.9%
1	26	0.1%
5	2	< 0.1%
3	2	< 0.1%
2	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49969	99.9%
1	26	0.1%
2	1	< 0.1%
3	2	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
5	2	< 0.1%
3	2	< 0.1%
2	1	< 0.1%
1	26	0.1%
0	49969	99.9%

FS_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00138

Minimum	0
Maximum	1
Zeros	49931
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03712308126
Coefficient of variation (CV)	26.90078352
Kurtosis	719.7111522
Mean	0.00138
Median Absolute Deviation (MAD)	0
Skewness	26.86414644
Sum	69
Variance	0.001378123162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	49931	99.9%
1	69	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49931	99.9%
1	69	0.1%

Value	Count	Frequency (%)
1	69	0.1%
0	49931	99.9%

RentPayments_12m
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62926

Minimum	0
Maximum	13
Zeros	38583
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	13
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.428710144
Coefficient of variation (CV)	2.27046077
Kurtosis	8.04876218
Mean	0.62926
Median Absolute Deviation (MAD)	0
Skewness	2.738019177
Sum	31463
Variance	2.041212677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	38583	77.2%
1	3266	6.5%
2	2806	5.6%
3	2330	4.7%
4	1314	2.6%
5	733	1.5%
6	428	0.9%
7	325	0.7%
8	130	0.3%
9	64	0.1%
Other values (3)	21	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38583	77.2%
1	3266	6.5%
2	2806	5.6%
3	2330	4.7%
4	1314	2.6%

Value	Count	Frequency (%)
13	1	< 0.1%
11	2	< 0.1%
10	18	< 0.1%
9	64	0.1%
8	130	0.3%

WalletLoad_12m
Real number (ℝ)

Distinct	73
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9795

Minimum	0
Maximum	225
Zeros	39449
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	225
Range	225
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.473615989
Coefficient of variation (CV)	4.567244501
Kurtosis	569.5985459
Mean	0.9795
Median Absolute Deviation (MAD)	0
Skewness	17.61054299
Sum	48975
Variance	20.01324001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39449	78.9%
1	3921	7.8%
2	1912	3.8%
3	1153	2.3%
4	799	1.6%
5	548	1.1%
6	411	0.8%
7	266	0.5%
9	223	0.4%
8	213	0.4%
Other values (63)	1105	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39449	78.9%
1	3921	7.8%
2	1912	3.8%
3	1153	2.3%
4	799	1.6%

Value	Count	Frequency (%)
225	2	< 0.1%
202	1	< 0.1%
184	1	< 0.1%
162	1	< 0.1%
144	2	< 0.1%

BusinessServ_12m
Real number (ℝ)

Distinct	63
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.552

Minimum	0
Maximum	211
Zeros	28973
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	211
Range	211
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.539576675
Coefficient of variation (CV)	3.569314868
Kurtosis	404.4159115
Mean	1.552
Median Absolute Deviation (MAD)	0
Skewness	16.30107829
Sum	77600
Variance	30.68690974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28973	57.9%
1	8419	16.8%
2	4421	8.8%
3	2568	5.1%
4	1677	3.4%
5	986	2.0%
6	756	1.5%
7	505	1.0%
8	317	0.6%
9	225	0.4%
Other values (53)	1153	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28973	57.9%
1	8419	16.8%
2	4421	8.8%
3	2568	5.1%
4	1677	3.4%

Value	Count	Frequency (%)
211	5	< 0.1%
149	4	< 0.1%
130	14	< 0.1%
114	4	< 0.1%
107	7	< 0.1%

ProfServ_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23736

Minimum	0
Maximum	42
Zeros	44022
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.442366749
Coefficient of variation (CV)	6.076705212
Kurtosis	543.1740231
Mean	0.23736
Median Absolute Deviation (MAD)	0
Skewness	20.80803992
Sum	11868
Variance	2.080421839
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	44022	88.0%
1	3979	8.0%
2	1173	2.3%
3	391	0.8%
4	141	0.3%
5	91	0.2%
40	34	0.1%
9	27	0.1%
8	26	0.1%
6	26	0.1%
Other values (16)	90	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44022	88.0%
1	3979	8.0%
2	1173	2.3%
3	391	0.8%
4	141	0.3%

Value	Count	Frequency (%)
42	9	< 0.1%
40	34	0.1%
30	1	< 0.1%
29	1	< 0.1%
27	2	< 0.1%

Education_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38266

Minimum	0
Maximum	95
Zeros	41554
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	95
Range	95
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.128558653
Coefficient of variation (CV)	5.562532413
Kurtosis	739.0244771
Mean	0.38266
Median Absolute Deviation (MAD)	0
Skewness	22.97968228
Sum	19133
Variance	4.53076194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	41554	83.1%
1	5057	10.1%
2	1814	3.6%
3	660	1.3%
4	351	0.7%
5	176	0.4%
6	110	0.2%
7	48	0.1%
9	34	0.1%
8	28	0.1%
Other values (28)	168	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41554	83.1%
1	5057	10.1%
2	1814	3.6%
3	660	1.3%
4	351	0.7%

Value	Count	Frequency (%)
95	1	< 0.1%
83	12	< 0.1%
44	6	< 0.1%
43	5	< 0.1%
42	8	< 0.1%

GovtServices_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	59
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.33948

Minimum	0
Maximum	1127
Zeros	36573
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	1127
Range	1127
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	16.38762229
Coefficient of variation (CV)	12.23431652
Kurtosis	2880.094419
Mean	1.33948
Median Absolute Deviation (MAD)	0
Skewness	47.9914472
Sum	66974
Variance	268.5541644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36573	73.1%
1	5756	11.5%
2	2805	5.6%
3	1556	3.1%
4	924	1.8%
5	547	1.1%
6	400	0.8%
7	319	0.6%
8	173	0.3%
9	139	0.3%
Other values (49)	808	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36573	73.1%
1	5756	11.5%
2	2805	5.6%
3	1556	3.1%
4	924	1.8%

Value	Count	Frequency (%)
1127	6	< 0.1%
390	33	0.1%
217	2	< 0.1%
171	1	< 0.1%
157	1	< 0.1%

Agri_amt_12m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

Contract_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	235
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	220.2849898

Minimum	0
Maximum	440000
Zeros	49536
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	440000
Range	440000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6200.959492
Coefficient of variation (CV)	28.14971414
Kurtosis	2493.646558
Mean	220.2849898
Median Absolute Deviation (MAD)	0
Skewness	45.61014742
Sum	11014249.49
Variance	38451898.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49536	99.1%
199	18	< 0.1%
1000	9	< 0.1%
1299	9	< 0.1%
100000	8	< 0.1%
2800	8	< 0.1%
10000	7	< 0.1%
50000	7	< 0.1%
68355	6	< 0.1%
30000	6	< 0.1%
Other values (225)	386	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49536	99.1%
10	1	< 0.1%
25	1	< 0.1%
50	6	< 0.1%
71.58	1	< 0.1%

Value	Count	Frequency (%)
440000	1	< 0.1%
405200	1	< 0.1%
400000	1	< 0.1%
395000	1	< 0.1%
380000	1	< 0.1%

Airline_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	1492
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4669.319054

Minimum	0
Maximum	2694664
Zeros	46359
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3919.5
Maximum	2694664
Range	2694664
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	55460.76836
Coefficient of variation (CV)	11.87769945
Kurtosis	1166.967589
Mean	4669.319054
Median Absolute Deviation (MAD)	0
Skewness	30.18308024
Sum	233465952.7
Variance	3075896827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46359	92.7%
150	72	0.1%
300	66	0.1%
250	60	0.1%
200	52	0.1%
100	44	0.1%
450	40	0.1%
170811	33	0.1%
400	31	0.1%
350	28	0.1%
Other values (1482)	3215	6.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46359	92.7%
50	2	< 0.1%
99	3	< 0.1%
100	44	0.1%
104.25	2	< 0.1%

Value	Count	Frequency (%)
2694664	2	< 0.1%
2444185.67	8	< 0.1%
2417315	1	< 0.1%
2088682	2	< 0.1%
1972827	2	< 0.1%

transport_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	6259
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6478.121951

Minimum	0
Maximum	2169027.5
Zeros	37570
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	24000
Maximum	2169027.5
Range	2169027.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	47412.96853
Coefficient of variation (CV)	7.318937323
Kurtosis	561.0998448
Mean	6478.121951
Median Absolute Deviation (MAD)	0
Skewness	20.68576257
Sum	323906097.6
Variance	2247989585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37570	75.1%
2	221	0.4%
1000	117	0.2%
500	77	0.2%
1	65	0.1%
2000	53	0.1%
200	45	0.1%
1500	43	0.1%
300	34	0.1%
4	33	0.1%
Other values (6249)	11742	23.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37570	75.1%
1	65	0.1%
1.3	1	< 0.1%
2	221	0.4%
2.8	1	< 0.1%

Value	Count	Frequency (%)
2169027.5	1	< 0.1%
1403342.66	25	0.1%
1150000	6	< 0.1%
1027529.2	1	< 0.1%
1019060	1	< 0.1%

Insurance_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	6348
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9789.220463

Minimum	0
Maximum	4484200
Zeros	39445
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	42734.95
Maximum	4484200
Range	4484200
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	70123.11161
Coefficient of variation (CV)	7.163298843
Kurtosis	1813.36226
Mean	9789.220463
Median Absolute Deviation (MAD)	0
Skewness	34.35284618
Sum	489461023.2
Variance	4917250782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39445	78.9%
1116060	33	0.1%
530	33	0.1%
10000	27	0.1%
15000	26	0.1%
5000	26	0.1%
3801	21	< 0.1%
102250	20	< 0.1%
887	20	< 0.1%
52250	18	< 0.1%
Other values (6338)	10331	20.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39445	78.9%
1	1	< 0.1%
2	5	< 0.1%
11	1	< 0.1%
26	1	< 0.1%

Value	Count	Frequency (%)
4484200	1	< 0.1%
4275963	5	< 0.1%
2176772.64	2	< 0.1%
1486353.22	1	< 0.1%
1329325.26	4	< 0.1%

Hotels_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	6237
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6508.666604

Minimum	0
Maximum	4479268.69
Zeros	36891
Zeros (%)	73.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	356
95-th percentile	25603.06
Maximum	4479268.69
Range	4479268.69
Interquartile range (IQR)	356

Descriptive statistics

Standard deviation	49810.4365
Coefficient of variation (CV)	7.65294023
Kurtosis	3040.056778
Mean	6508.666604
Median Absolute Deviation (MAD)	0
Skewness	42.77689715
Sum	325433330.2
Variance	2481079584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36891	73.8%
3000	48	0.1%
2000	43	0.1%
1760	34	0.1%
1500	30	0.1%
5000	29	0.1%
10000	29	0.1%
1000	26	0.1%
4000	26	0.1%
2500	25	0.1%
Other values (6227)	12819	25.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36891	73.8%
1	4	< 0.1%
2	18	< 0.1%
6	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
4479268.69	2	< 0.1%
2260639.29	2	< 0.1%
1723207.74	7	< 0.1%
1576184.34	2	< 0.1%
1027180.5	4	< 0.1%

Railways_amt_12m
Real number (ℝ)

Distinct	6459
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5483.707647

Minimum	0
Maximum	1080511
Zeros	39278
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	22424.38
Maximum	1080511
Range	1080511
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	32094.90815
Coefficient of variation (CV)	5.852775206
Kurtosis	295.10659
Mean	5483.707647
Median Absolute Deviation (MAD)	0
Skewness	14.74147247
Sum	274185382.4
Variance	1030083129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39278	78.6%
500	45	0.1%
3897	33	0.1%
200	30	0.1%
300	29	0.1%
102.12	27	0.1%
57457.7	25	0.1%
100	24	< 0.1%
644062.26	20	< 0.1%
1	18	< 0.1%
Other values (6449)	10471	20.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39278	78.6%
1	18	< 0.1%
1.21	1	< 0.1%
1.53	1	< 0.1%
2	4	< 0.1%

Value	Count	Frequency (%)
1080511	2	< 0.1%
820633.41	11	< 0.1%
785491	2	< 0.1%
783356.6	1	< 0.1%
650000	2	< 0.1%

Airports_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.370073

Minimum	0
Maximum	14471.55
Zeros	49945
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14471.55
Range	14471.55
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	190.1376108
Coefficient of variation (CV)	43.50902394
Kurtosis	2906.5728
Mean	4.370073
Median Absolute Deviation (MAD)	0
Skewness	52.14727746
Sum	218503.65
Variance	36152.31103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	49945	99.9%
10300	12	< 0.1%
750	5	< 0.1%
150	3	< 0.1%
600	3	< 0.1%
1500	3	< 0.1%
5200	3	< 0.1%
500	2	< 0.1%
2175.53	2	< 0.1%
1920	2	< 0.1%
Other values (17)	20	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49945	99.9%
121.09	1	< 0.1%
130	1	< 0.1%
150	3	< 0.1%
240	1	< 0.1%

Value	Count	Frequency (%)
14471.55	1	< 0.1%
10300	12	< 0.1%
8732.42	1	< 0.1%
6195	1	< 0.1%
5200	3	< 0.1%

Utility_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	14777
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20979.84211

Minimum	0
Maximum	4087763.19
Zeros	20688
Zeros (%)	41.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	984.6
Q3	7823.165
95-th percentile	67000
Maximum	4087763.19
Range	4087763.19
Interquartile range (IQR)	7823.165

Descriptive statistics

Standard deviation	141481.9163
Coefficient of variation (CV)	6.743707393
Kurtosis	547.0708129
Mean	20979.84211
Median Absolute Deviation (MAD)	984.6
Skewness	21.14555362
Sum	1048992105
Variance	2.001713264 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	41.4%
2	204	0.4%
1947	149	0.3%
1178.82	139	0.3%
666	132	0.3%
2999	110	0.2%
597	94	0.2%
4000	84	0.2%
719	80	0.2%
1298	67	0.1%
Other values (14767)	28253	56.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20688	41.4%
1	10	< 0.1%
1.18	1	< 0.1%
1.5	1	< 0.1%
2	204	0.4%

Value	Count	Frequency (%)
4087763.19	34	0.1%
3293669.12	3	< 0.1%
2983747.64	14	< 0.1%
2179970.74	2	< 0.1%
2135000	2	< 0.1%

Retail_amt_12m
Real number (ℝ)

Distinct	11163
Distinct (%)	22.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10277.3661

Minimum	0
Maximum	2444657.25
Zeros	25725
Zeros (%)	51.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4815.2775
95-th percentile	40845.3
Maximum	2444657.25
Range	2444657.25
Interquartile range (IQR)	4815.2775

Descriptive statistics

Standard deviation	49404.26127
Coefficient of variation (CV)	4.807093645
Kurtosis	477.3922902
Mean	10277.3661
Median Absolute Deviation (MAD)	0
Skewness	17.10848078
Sum	513868305.1
Variance	2440781032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25725	51.4%
4000	155	0.3%
5000	88	0.2%
1000	88	0.2%
500	83	0.2%
2000	75	0.1%
10000	71	0.1%
300	56	0.1%
3000	55	0.1%
2500	48	0.1%
Other values (11153)	23556	47.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25725	51.4%
1	10	< 0.1%
2	47	0.1%
3	1	< 0.1%
4.5	1	< 0.1%

Value	Count	Frequency (%)
2444657.25	1	< 0.1%
2028399.4	1	< 0.1%
1950777.21	1	< 0.1%
1700000	1	< 0.1%
1447823	11	< 0.1%

Medical_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	8057
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5956.067773

Minimum	0
Maximum	2402098
Zeros	32314
Zeros (%)	64.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1402
95-th percentile	23824.6725
Maximum	2402098
Range	2402098
Interquartile range (IQR)	1402

Descriptive statistics

Standard deviation	37995.19547
Coefficient of variation (CV)	6.379241626
Kurtosis	1358.903652
Mean	5956.067773
Median Absolute Deviation (MAD)	0
Skewness	28.47865804
Sum	297803388.7
Variance	1443634878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32314	64.6%
1	127	0.3%
1000	88	0.2%
800	78	0.2%
600	76	0.2%
500	73	0.1%
400	66	0.1%
10000	62	0.1%
1500	60	0.1%
386	58	0.1%
Other values (8047)	16998	34.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32314	64.6%
1	127	0.3%
1.74	1	< 0.1%
2	16	< 0.1%
2.09	1	< 0.1%

Value	Count	Frequency (%)
2402098	3	< 0.1%
1920000	2	< 0.1%
1200021	1	< 0.1%
1004101.15	2	< 0.1%
991851	3	< 0.1%

Fuel_amt_12m
Real number (ℝ)

Distinct	15280
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7818.260737

Minimum	0
Maximum	720806.32
Zeros	21967
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	957.51
Q3	8259.5975
95-th percentile	34593.08
Maximum	720806.32
Range	720806.32
Interquartile range (IQR)	8259.5975

Descriptive statistics

Standard deviation	19450.44167
Coefficient of variation (CV)	2.487822078
Kurtosis	207.5981641
Mean	7818.260737
Median Absolute Deviation (MAD)	957.51
Skewness	9.776964854
Sum	390913036.8
Variance	378319681.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21967	43.9%
2023.6	248	0.5%
3035.4	237	0.5%
2020	208	0.4%
1011.8	201	0.4%
1010	182	0.4%
505	153	0.3%
4047.2	128	0.3%
2529.5	100	0.2%
505.9	97	0.2%
Other values (15270)	26479	53.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21967	43.9%
40.47	1	< 0.1%
41.36	2	< 0.1%
50.5	1	< 0.1%
70.7	1	< 0.1%

Value	Count	Frequency (%)
720806.32	3	< 0.1%
642096.54	2	< 0.1%
457796.21	2	< 0.1%
301441.79	3	< 0.1%
280881.76	3	< 0.1%

DeptStores_amt_12m
Real number (ℝ)

Distinct	16736
Distinct (%)	33.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11766.24459

Minimum	0
Maximum	2500871.5
Zeros	20359
Zeros (%)	40.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1025.85
Q3	6647.36
95-th percentile	30875.1925
Maximum	2500871.5
Range	2500871.5
Interquartile range (IQR)	6647.36

Descriptive statistics

Standard deviation	64171.46191
Coefficient of variation (CV)	5.453860949
Kurtosis	434.6925681
Mean	11766.24459
Median Absolute Deviation (MAD)	1025.85
Skewness	17.05207472
Sum	588312229.7
Variance	4117976523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20359	40.7%
1000	50	0.1%
10000	43	0.1%
3889.84	34	0.1%
900	33	0.1%
17463.93	33	0.1%
200	31	0.1%
25000	29	0.1%
3000	27	0.1%
5000	27	0.1%
Other values (16726)	29334	58.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20359	40.7%
1	6	< 0.1%
1.36	1	< 0.1%
2	1	< 0.1%
2.34	2	< 0.1%

Value	Count	Frequency (%)
2500871.5	3	< 0.1%
2428372	1	< 0.1%
2059552.18	8	< 0.1%
1392592.48	4	< 0.1%
1307000	2	< 0.1%

Food_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	5214
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1385.462862

Minimum	0
Maximum	1096500
Zeros	34180
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	485
95-th percentile	5079.79
Maximum	1096500
Range	1096500
Interquartile range (IQR)	485

Descriptive statistics

Standard deviation	14397.16652
Coefficient of variation (CV)	10.39159325
Kurtosis	3266.876924
Mean	1385.462862
Median Absolute Deviation (MAD)	0
Skewness	49.93555124
Sum	69273143.11
Variance	207278403.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34180	68.4%
2	92	0.2%
500	73	0.1%
400	57	0.1%
1000	50	0.1%
450	49	0.1%
200	47	0.1%
300	46	0.1%
480	46	0.1%
4	43	0.1%
Other values (5204)	15317	30.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34180	68.4%
1	3	< 0.1%
2	92	0.2%
3.12	1	< 0.1%
4	43	0.1%

Value	Count	Frequency (%)
1096500	2	< 0.1%
1046805	3	< 0.1%
539123	1	< 0.1%
521890	1	< 0.1%
488020	5	< 0.1%

Auto_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	1867
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2167.957446

Minimum	0
Maximum	1219987
Zeros	46021
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4747.1
Maximum	1219987
Range	1219987
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	26685.79818
Coefficient of variation (CV)	12.30918911
Kurtosis	777.9184609
Mean	2167.957446
Median Absolute Deviation (MAD)	0
Skewness	25.52549873
Sum	108397872.3
Variance	712131824.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	46021	92.0%
10000	56	0.1%
670267.04	33	0.1%
25000	29	0.1%
11000	27	0.1%
3000	25	0.1%
5000	24	< 0.1%
1000	23	< 0.1%
2000	21	< 0.1%
21000	21	< 0.1%
Other values (1857)	3720	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46021	92.0%
59	2	< 0.1%
60	2	< 0.1%
66	1	< 0.1%
84	1	< 0.1%

Value	Count	Frequency (%)
1219987	4	< 0.1%
802400	1	< 0.1%
800000	4	< 0.1%
709100	4	< 0.1%
670267.04	33	0.1%

ClothStores_amt_12m
Real number (ℝ)

Distinct	12156
Distinct (%)	24.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9433.808793

Minimum	0
Maximum	1154700
Zeros	24277
Zeros (%)	48.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	499
Q3	7897.24
95-th percentile	39944.9
Maximum	1154700
Range	1154700
Interquartile range (IQR)	7897.24

Descriptive statistics

Standard deviation	31098.84787
Coefficient of variation (CV)	3.296531502
Kurtosis	291.5345429
Mean	9433.808793
Median Absolute Deviation (MAD)	499
Skewness	13.04381894
Sum	471690439.6
Variance	967138338.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24277	48.6%
5000	54	0.1%
3000	52	0.1%
1000	49	0.1%
400	48	0.1%
2000	43	0.1%
1500	42	0.1%
1499	36	0.1%
599	34	0.1%
999	34	0.1%
Other values (12146)	25331	50.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24277	48.6%
2	27	0.1%
3.1	1	< 0.1%
10	7	< 0.1%
11	2	< 0.1%

Value	Count	Frequency (%)
1154700	3	< 0.1%
964208.44	3	< 0.1%
837031.06	4	< 0.1%
800000	1	< 0.1%
789448.5	1	< 0.1%

MiscServices_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	5445
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2870.836041

Minimum	0
Maximum	1568000
Zeros	34785
Zeros (%)	69.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	308
95-th percentile	11139.15
Maximum	1568000
Range	1568000
Interquartile range (IQR)	308

Descriptive statistics

Standard deviation	21446.42166
Coefficient of variation (CV)	7.470444621
Kurtosis	1377.045698
Mean	2870.836041
Median Absolute Deviation (MAD)	0
Skewness	30.16463497
Sum	143541802.1
Variance	459949002.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34785	69.6%
2	1374	2.7%
1000	73	0.1%
500	68	0.1%
600	64	0.1%
2000	60	0.1%
5000	56	0.1%
2500	53	0.1%
3000	52	0.1%
6000	51	0.1%
Other values (5435)	13364	26.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34785	69.6%
1	10	< 0.1%
2	1374	2.7%
3	1	< 0.1%
4	11	< 0.1%

Value	Count	Frequency (%)
1568000	1	< 0.1%
1105500	2	< 0.1%
1000705.7	2	< 0.1%
833000	2	< 0.1%
810929	2	< 0.1%

HomeF_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	1244
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1107.691418

Minimum	0
Maximum	521180.38
Zeros	47285
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	800
Maximum	521180.38
Range	521180.38
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11198.17701
Coefficient of variation (CV)	10.10947348
Kurtosis	961.430417
Mean	1107.691418
Median Absolute Deviation (MAD)	0
Skewness	26.28062187
Sum	55384570.89
Variance	125399168.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47285	94.6%
5000	32	0.1%
20000	25	0.1%
10000	21	< 0.1%
1000	16	< 0.1%
15000	13	< 0.1%
4200	13	< 0.1%
4449	12	< 0.1%
8000	12	< 0.1%
30000	12	< 0.1%
Other values (1234)	2559	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47285	94.6%
1	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
90	1	< 0.1%

Value	Count	Frequency (%)
521180.38	2	< 0.1%
516155	1	< 0.1%
500000	6	< 0.1%
387326	1	< 0.1%
353000	1	< 0.1%

Electronics_amt_12m
Real number (ℝ)

Distinct	8450
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7785.50485

Minimum	0
Maximum	1075000
Zeros	32112
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2105
95-th percentile	36104.53
Maximum	1075000
Range	1075000
Interquartile range (IQR)	2105

Descriptive statistics

Standard deviation	37669.26346
Coefficient of variation (CV)	4.838384175
Kurtosis	260.1614027
Mean	7785.50485
Median Absolute Deviation (MAD)	0
Skewness	13.72312102
Sum	389275242.5
Variance	1418973409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32112	64.2%
199	103	0.2%
1499	57	0.1%
549	52	0.1%
299	50	0.1%
2	42	0.1%
10000	41	0.1%
2000	41	0.1%
2999	40	0.1%
15000	36	0.1%
Other values (8440)	17426	34.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32112	64.2%
1	25	0.1%
2	42	0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
1075000	1	< 0.1%
1004027.56	3	< 0.1%
959690	3	< 0.1%
942423	13	< 0.1%
790833.6	3	< 0.1%

MusicStores_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	246
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.767819

Minimum	0
Maximum	272142
Zeros	49307
Zeros (%)	98.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	272142
Range	272142
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2954.615352
Coefficient of variation (CV)	33.66399422
Kurtosis	7219.326039
Mean	87.767819
Median Absolute Deviation (MAD)	0
Skewness	80.00078775
Sum	4388390.95
Variance	8729751.876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49307	98.6%
99	22	< 0.1%
2000	18	< 0.1%
149	14	< 0.1%
5000	14	< 0.1%
75	13	< 0.1%
1499	13	< 0.1%
449	13	< 0.1%
269	12	< 0.1%
169	11	< 0.1%
Other values (236)	563	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49307	98.6%
5	3	< 0.1%
7	1	< 0.1%
15	5	< 0.1%
18	4	< 0.1%

Value	Count	Frequency (%)
272142	5	< 0.1%
88411	1	< 0.1%
50179	2	< 0.1%
49500	2	< 0.1%
39000	1	< 0.1%

Restaurants_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	14564
Distinct (%)	29.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5916.247728

Minimum	0
Maximum	1020000
Zeros	20254
Zeros (%)	40.5%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	680.1
Q3	4861
95-th percentile	24971
Maximum	1020000
Range	1020000
Interquartile range (IQR)	4861

Descriptive statistics

Standard deviation	22675.5409
Coefficient of variation (CV)	3.832757169
Kurtosis	668.8097281
Mean	5916.247728
Median Absolute Deviation (MAD)	680.1
Skewness	20.79086653
Sum	295812386.4
Variance	514180154.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20254	40.5%
2	399	0.8%
4	152	0.3%
300	42	0.1%
6	37	0.1%
2061.65	33	0.1%
220	32	0.1%
1000	32	0.1%
900	31	0.1%
400	30	0.1%
Other values (14554)	28958	57.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20254	40.5%
1	4	< 0.1%
2	399	0.8%
4	152	0.3%
6	37	0.1%

Value	Count	Frequency (%)
1020000	1	< 0.1%
1000000	1	< 0.1%
863465.05	9	< 0.1%
657847.38	7	< 0.1%
495000	1	< 0.1%

DigitalGoods_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	1822
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2473.969376

Minimum	0
Maximum	948600
Zeros	44043
Zeros (%)	88.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1891
Maximum	948600
Range	948600
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	30509.16017
Coefficient of variation (CV)	12.33206865
Kurtosis	531.4836965
Mean	2473.969376
Median Absolute Deviation (MAD)	0
Skewness	21.24664222
Sum	123698468.8
Variance	930808854.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44043	88.1%
2	169	0.3%
1300	120	0.2%
390	112	0.2%
299	106	0.2%
200	84	0.2%
387	71	0.1%
20	64	0.1%
567	64	0.1%
258	55	0.1%
Other values (1812)	5112	10.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44043	88.1%
1	42	0.1%
2	169	0.3%
4	14	< 0.1%
5	3	< 0.1%

Value	Count	Frequency (%)
948600	8	< 0.1%
884000	2	< 0.1%
865000	20	< 0.1%
811681.72	2	< 0.1%
602499	5	< 0.1%

Alcohol_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	2019
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	797.6000446

Minimum	0
Maximum	399994
Zeros	43436
Zeros (%)	86.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3683
Maximum	399994
Range	399994
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6130.755373
Coefficient of variation (CV)	7.686503297
Kurtosis	1671.293833
Mean	797.6000446
Median Absolute Deviation (MAD)	0
Skewness	32.97707862
Sum	39880002.23
Variance	37586161.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43436	86.9%
900	48	0.1%
600	47	0.1%
360	42	0.1%
1200	34	0.1%
400	34	0.1%
800	31	0.1%
720	30	0.1%
300	30	0.1%
540	30	0.1%
Other values (2009)	6238	12.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	43436	86.9%
60	1	< 0.1%
90	4	< 0.1%
104	1	< 0.1%
105	2	< 0.1%

Value	Count	Frequency (%)
399994	2	< 0.1%
390730	1	< 0.1%
390635	1	< 0.1%
231400	2	< 0.1%
200240	3	< 0.1%

Books_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	1938
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	634.0098318

Minimum	0
Maximum	949000
Zeros	45427
Zeros (%)	90.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1526
Maximum	949000
Range	949000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10100.5045
Coefficient of variation (CV)	15.93114805
Kurtosis	3809.320487
Mean	634.0098318
Median Absolute Deviation (MAD)	0
Skewness	52.38559939
Sum	31700491.59
Variance	102020191.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45427	90.9%
450	25	0.1%
400	22	< 0.1%
300	22	< 0.1%
40000	20	< 0.1%
900	19	< 0.1%
1000	18	< 0.1%
2500	18	< 0.1%
600	17	< 0.1%
1700	17	< 0.1%
Other values (1928)	4395	8.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	45427	90.9%
1	3	< 0.1%
1.51	1	< 0.1%
8	2	< 0.1%
10	5	< 0.1%

Value	Count	Frequency (%)
949000	2	< 0.1%
464107.59	4	< 0.1%
400000	1	< 0.1%
368130	6	< 0.1%
281550	1	< 0.1%

Jewelry_amt_12m
Real number (ℝ)

Distinct	2303
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5020.164728

Minimum	0
Maximum	1312235
Zeros	44421
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20387.2
Maximum	1312235
Range	1312235
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	31291.24714
Coefficient of variation (CV)	6.233111628
Kurtosis	274.1977494
Mean	5020.164728
Median Absolute Deviation (MAD)	0
Skewness	13.52489059
Sum	251008236.4
Variance	979142147.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44421	88.8%
10000	105	0.2%
5000	78	0.2%
20000	76	0.2%
30000	53	0.1%
6000	51	0.1%
2000	51	0.1%
4000	45	0.1%
15000	41	0.1%
50000	38	0.1%
Other values (2293)	5041	10.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44421	88.8%
10	2	< 0.1%
110	1	< 0.1%
119	3	< 0.1%
120	1	< 0.1%

Value	Count	Frequency (%)
1312235	1	< 0.1%
1126230	1	< 0.1%
832650	2	< 0.1%
829200	2	< 0.1%
724000	1	< 0.1%

DirectM_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	836
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	440.4139112

Minimum	0
Maximum	1839140.65
Zeros	47389
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	149
Maximum	1839140.65
Range	1839140.65
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16126.08507
Coefficient of variation (CV)	36.61574865
Kurtosis	10640.73601
Mean	440.4139112
Median Absolute Deviation (MAD)	0
Skewness	97.61371505
Sum	22020695.56
Variance	260050619.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47389	94.8%
199	390	0.8%
649	338	0.7%
499	169	0.3%
149	115	0.2%
398	29	0.1%
2	26	0.1%
1298	19	< 0.1%
998	15	< 0.1%
501	11	< 0.1%
Other values (826)	1499	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	47389	94.8%
1	1	< 0.1%
2	26	0.1%
12	2	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
1839140.65	3	< 0.1%
1115580.42	1	< 0.1%
516502.12	1	< 0.1%
351866.94	1	< 0.1%
330896.88	1	< 0.1%

Cash_amt_12m
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

QuasiCash_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.913654

Minimum	0
Maximum	149644.47
Zeros	49969
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	149644.47
Range	149644.47
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	967.3857349
Coefficient of variation (CV)	108.5285266
Kurtosis	22921.57892
Mean	8.913654
Median Absolute Deviation (MAD)	0
Skewness	148.9790539
Sum	445682.7
Variance	935835.1601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	49969	99.9%
285.61	5	< 0.1%
3393.16	4	< 0.1%
4457.23	4	< 0.1%
5007.12	3	< 0.1%
319.01	2	< 0.1%
149644.47	2	< 0.1%
21072.71	2	< 0.1%
2399.01	1	< 0.1%
8469.32	1	< 0.1%
Other values (7)	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49969	99.9%
285.61	5	< 0.1%
319.01	2	< 0.1%
754.41	1	< 0.1%
2009.57	1	< 0.1%

Value	Count	Frequency (%)
149644.47	2	< 0.1%
27988.24	1	< 0.1%
21072.71	2	< 0.1%
8469.32	1	< 0.1%
5013.32	1	< 0.1%

FS_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.366

Minimum	0
Maximum	30000
Zeros	49931
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30000
Range	30000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	174.5065703
Coefficient of variation (CV)	127.7500515
Kurtosis	25755.09187
Mean	1.366
Median Absolute Deviation (MAD)	0
Skewness	159.7054686
Sum	68300
Variance	30452.54309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=4)

Value	Count	Frequency (%)
0	49931	99.9%
200	67	0.1%
30000	1	< 0.1%
24900	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49931	99.9%
200	67	0.1%
24900	1	< 0.1%
30000	1	< 0.1%

Value	Count	Frequency (%)
30000	1	< 0.1%
24900	1	< 0.1%
200	67	0.1%
0	49931	99.9%

RentPayments_amt_12m
Real number (ℝ)

Distinct	6705
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17250.93866

Minimum	0
Maximum	1013828
Zeros	38583
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	106470.675
Maximum	1013828
Range	1013828
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	51878.21575
Coefficient of variation (CV)	3.007269156
Kurtosis	42.62888392
Mean	17250.93866
Median Absolute Deviation (MAD)	0
Skewness	5.359033025
Sum	862546933
Variance	2691349269
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38583	77.2%
20300	65	0.1%
10150	58	0.1%
3540	57	0.1%
25375	42	0.1%
20200	40	0.1%
40600	30	0.1%
30420	28	0.1%
20310	27	0.1%
30300	25	0.1%
Other values (6695)	11045	22.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38583	77.2%
1	1	< 0.1%
1.01	1	< 0.1%
2	18	< 0.1%
5.11	1	< 0.1%

Value	Count	Frequency (%)
1013828	1	< 0.1%
959020	1	< 0.1%
891620.5	1	< 0.1%
807058	1	< 0.1%
797900	2	< 0.1%

WalletLoad_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	4467
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3405.023854

Minimum	0
Maximum	1835364.3
Zeros	39449
Zeros (%)	78.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20336.72
Maximum	1835364.3
Range	1835364.3
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	20662.81433
Coefficient of variation (CV)	6.06833174
Kurtosis	2728.405834
Mean	3405.023854
Median Absolute Deviation (MAD)	0
Skewness	38.26647813
Sum	170251192.7
Variance	426951896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39449	78.9%
1023	139	0.3%
1000	123	0.2%
500	105	0.2%
2000	103	0.2%
4000	103	0.2%
10230	99	0.2%
2046	85	0.2%
5115	81	0.2%
20460	79	0.2%
Other values (4457)	9634	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39449	78.9%
1	5	< 0.1%
1.02	5	< 0.1%
1.03	1	< 0.1%
2	43	0.1%

Value	Count	Frequency (%)
1835364.3	2	< 0.1%
684317.7	4	< 0.1%
656226.57	6	< 0.1%
337932	7	< 0.1%
323330	2	< 0.1%

BusinessServ_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	10073
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10236.93259

Minimum	0
Maximum	4905650
Zeros	28973
Zeros (%)	57.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1399
95-th percentile	20072
Maximum	4905650
Range	4905650
Interquartile range (IQR)	1399

Descriptive statistics

Standard deviation	110315.3813
Coefficient of variation (CV)	10.77621449
Kurtosis	1051.347246
Mean	10236.93259
Median Absolute Deviation (MAD)	0
Skewness	28.70445734
Sum	511846629.6
Variance	1.216948335 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28973	57.9%
1000	94	0.2%
600	65	0.1%
899	63	0.1%
1500	63	0.1%
1499	60	0.1%
500	56	0.1%
2	49	0.1%
400	48	0.1%
3000	45	0.1%
Other values (10063)	20484	41.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28973	57.9%
1	17	< 0.1%
2	49	0.1%
3	1	< 0.1%
4	9	< 0.1%

Value	Count	Frequency (%)
4905650	11	< 0.1%
3121264.01	1	< 0.1%
2828574	14	< 0.1%
2697100	4	< 0.1%
1894211.09	12	< 0.1%

ProfServ_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	2179
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2725.70208

Minimum	0
Maximum	1500000
Zeros	44022
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6807.2
Maximum	1500000
Range	1500000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	27657.61293
Coefficient of variation (CV)	10.14696842
Kurtosis	1000.913767
Mean	2725.70208
Median Absolute Deviation (MAD)	0
Skewness	26.89576097
Sum	136285104
Variance	764943553.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	44022	88.0%
500	95	0.2%
1000	76	0.2%
1500	68	0.1%
3000	66	0.1%
5000	65	0.1%
10000	61	0.1%
4032	52	0.1%
2000	50	0.1%
400	40	0.1%
Other values (2169)	5405	10.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44022	88.0%
1	8	< 0.1%
10	3	< 0.1%
29	2	< 0.1%
31	1	< 0.1%

Value	Count	Frequency (%)
1500000	2	< 0.1%
1302900	2	< 0.1%
1300000	1	< 0.1%
1150000	1	< 0.1%
1125000	1	< 0.1%

Education_amt_12m
Real number (ℝ)

Distinct	3859
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6434.501254

Minimum	0
Maximum	1505584
Zeros	41554
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	34443.63
Maximum	1505584
Range	1505584
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	37406.22845
Coefficient of variation (CV)	5.813384281
Kurtosis	451.9611095
Mean	6434.501254
Median Absolute Deviation (MAD)	0
Skewness	17.12044735
Sum	321725062.7
Variance	1399225926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	41554	83.1%
2	572	1.1%
455	41	0.1%
1000	40	0.1%
10000	39	0.1%
500	37	0.1%
15000	35	0.1%
68215.44	33	0.1%
3000	31	0.1%
20000	30	0.1%
Other values (3849)	7588	15.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	41554	83.1%
1	1	< 0.1%
1.03	1	< 0.1%
2	572	1.1%
3	1	< 0.1%

Value	Count	Frequency (%)
1505584	3	< 0.1%
1250000	5	< 0.1%
1186450.01	3	< 0.1%
928098.23	1	< 0.1%
898741	6	< 0.1%

GovtServices_amt_12m
Real number (ℝ)

SKEWED ZEROS

Distinct	7060
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18016.19656

Minimum	0
Maximum	15000000
Zeros	36573
Zeros (%)	73.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	300
95-th percentile	25266.326
Maximum	15000000
Range	15000000
Interquartile range (IQR)	300

Descriptive statistics

Standard deviation	389880.2572
Coefficient of variation (CV)	21.64054194
Kurtosis	1436.625262
Mean	18016.19656
Median Absolute Deviation (MAD)	0
Skewness	37.52586981
Sum	900809827.8
Variance	1.52006615 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36573	73.1%
50	113	0.2%
1526.55	92	0.2%
500	83	0.2%
201.76	70	0.1%
200	61	0.1%
100	53	0.1%
1000	45	0.1%
50445	43	0.1%
2000	41	0.1%
Other values (7050)	12826	25.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36573	73.1%
3.03	2	< 0.1%
5.06	3	< 0.1%
7	1	< 0.1%
8.26	11	< 0.1%

Value	Count	Frequency (%)
15000000	33	0.1%
2458136	5	< 0.1%
2281696.4	1	< 0.1%
1654514	1	< 0.1%
1594670.03	2	< 0.1%

spends_1m
Real number (ℝ)

Distinct	33763
Distinct (%)	67.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83247.70261

Minimum	2500
Maximum	8467708.23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	2500
5-th percentile	6453.4115
Q1	19572.735
median	40000
Q3	84194.2375
95-th percentile	268910.7525
Maximum	8467708.23
Range	8465208.23
Interquartile range (IQR)	64621.5025

Descriptive statistics

Standard deviation	254068.0775
Coefficient of variation (CV)	3.051953022
Kurtosis	788.5777436
Mean	83247.70261
Median Absolute Deviation (MAD)	25398
Skewness	24.86908428
Sum	4162385130
Variance	6.455058801 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25000	56	0.1%
15177	48	0.1%
20000	41	0.1%
50000	41	0.1%
30000	38	0.1%
25295	38	0.1%
10000	37	0.1%
60000	35	0.1%
1556129.76	34	0.1%
8467708.23	33	0.1%
Other values (33753)	49599	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2500	4	< 0.1%
2502	1	< 0.1%
2503.2	1	< 0.1%
2504	1	< 0.1%
2504.5	1	< 0.1%

Value	Count	Frequency (%)
8467708.23	33	0.1%
3150571.04	11	< 0.1%
2446771	5	< 0.1%
2140339.56	5	< 0.1%
2030811.5	3	< 0.1%

spends_3m
Real number (ℝ)

Distinct	35450
Distinct (%)	70.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188186.8484

Minimum	2500
Maximum	17200000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	2500
5-th percentile	14257.664
Q1	44973.6325
median	93108.2
Q3	193814.8725
95-th percentile	604998.27
Maximum	17200000
Range	17197500
Interquartile range (IQR)	148841.24

Descriptive statistics

Standard deviation	532776.4455
Coefficient of variation (CV)	2.831103501
Kurtosis	692.7758058
Mean	188186.8484
Median Absolute Deviation (MAD)	59519.595
Skewness	22.86820727
Sum	9409342421
Variance	2.838507409 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5063763.43	34	0.1%
17200000	33	0.1%
1626364.36	25	0.1%
1611313.95	20	< 0.1%
1951245.3	20	< 0.1%
1117684.16	19	< 0.1%
610512.88	18	< 0.1%
50000	16	< 0.1%
3901043.97	14	< 0.1%
2934583.44	14	< 0.1%
Other values (35440)	49787	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2500	2	< 0.1%
2502	1	< 0.1%
2506	1	< 0.1%
2516	1	< 0.1%
2529.5	4	< 0.1%

Value	Count	Frequency (%)
17200000	33	0.1%
5063763.43	34	0.1%
4912224.63	11	< 0.1%
4656142.19	2	< 0.1%
4484200	1	< 0.1%

spends_6m
Real number (ℝ)

Distinct	35450
Distinct (%)	70.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188186.8484

Minimum	2500
Maximum	17200000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	2500
5-th percentile	14257.664
Q1	44973.6325
median	93108.2
Q3	193814.8725
95-th percentile	604998.27
Maximum	17200000
Range	17197500
Interquartile range (IQR)	148841.24

Descriptive statistics

Standard deviation	532776.4455
Coefficient of variation (CV)	2.831103501
Kurtosis	692.7758058
Mean	188186.8484
Median Absolute Deviation (MAD)	59519.595
Skewness	22.86820727
Sum	9409342421
Variance	2.838507409 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5063763.43	34	0.1%
17200000	33	0.1%
1626364.36	25	0.1%
1611313.95	20	< 0.1%
1951245.3	20	< 0.1%
1117684.16	19	< 0.1%
610512.88	18	< 0.1%
50000	16	< 0.1%
3901043.97	14	< 0.1%
2934583.44	14	< 0.1%
Other values (35440)	49787	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2500	2	< 0.1%
2502	1	< 0.1%
2506	1	< 0.1%
2516	1	< 0.1%
2529.5	4	< 0.1%

Value	Count	Frequency (%)
17200000	33	0.1%
5063763.43	34	0.1%
4912224.63	11	< 0.1%
4656142.19	2	< 0.1%
4484200	1	< 0.1%

spends_12m
Real number (ℝ)

Distinct	35450
Distinct (%)	70.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188186.8484

Minimum	2500
Maximum	17200000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	2500
5-th percentile	14257.664
Q1	44973.6325
median	93108.2
Q3	193814.8725
95-th percentile	604998.27
Maximum	17200000
Range	17197500
Interquartile range (IQR)	148841.24

Descriptive statistics

Standard deviation	532776.4455
Coefficient of variation (CV)	2.831103501
Kurtosis	692.7758058
Mean	188186.8484
Median Absolute Deviation (MAD)	59519.595
Skewness	22.86820727
Sum	9409342421
Variance	2.838507409 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5063763.43	34	0.1%
17200000	33	0.1%
1626364.36	25	0.1%
1611313.95	20	< 0.1%
1951245.3	20	< 0.1%
1117684.16	19	< 0.1%
610512.88	18	< 0.1%
50000	16	< 0.1%
3901043.97	14	< 0.1%
2934583.44	14	< 0.1%
Other values (35440)	49787	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2500	2	< 0.1%
2502	1	< 0.1%
2506	1	< 0.1%
2516	1	< 0.1%
2529.5	4	< 0.1%

Value	Count	Frequency (%)
17200000	33	0.1%
5063763.43	34	0.1%
4912224.63	11	< 0.1%
4656142.19	2	< 0.1%
4484200	1	< 0.1%

revolve_1m
Real number (ℝ)

MISSING ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	3421
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.08881684879

Minimum	0
Maximum	1
Zeros	42442
Zeros (%)	84.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2844822554
Coefficient of variation (CV)	3.203021265
Kurtosis	6.357410393
Mean	0.08881684879
Median Absolute Deviation (MAD)	0
Skewness	2.890871395
Sum	4137
Variance	0.08093015365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	42442	84.9%
1	4137	8.3%
(Missing)	3421	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42442	84.9%
1	4137	8.3%

Value	Count	Frequency (%)
1	4137	8.3%
0	42442	84.9%

revolve_3m
Real number (ℝ)

MISSING ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	3421
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.1399128363

Minimum	0
Maximum	1
Zeros	40062
Zeros (%)	80.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3469002999
Coefficient of variation (CV)	2.479402957
Kurtosis	2.310356707
Mean	0.1399128363
Median Absolute Deviation (MAD)	0
Skewness	2.076115967
Sum	6517
Variance	0.1203398181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	40062	80.1%
1	6517	13.0%
(Missing)	3421	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40062	80.1%
1	6517	13.0%

Value	Count	Frequency (%)
1	6517	13.0%
0	40062	80.1%

revolve_6m
Real number (ℝ)

MISSING ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	3421
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.1846540286

Minimum	0
Maximum	1
Zeros	37978
Zeros (%)	76.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3880208122
Coefficient of variation (CV)	2.101339543
Kurtosis	0.6422040445
Mean	0.1846540286
Median Absolute Deviation (MAD)	0
Skewness	1.625477306
Sum	8601
Variance	0.1505601507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	37978	76.0%
1	8601	17.2%
(Missing)	3421	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37978	76.0%
1	8601	17.2%

Value	Count	Frequency (%)
1	8601	17.2%
0	37978	76.0%

util_1m
Real number (ℝ)

MISSING ZEROS

Distinct	29886
Distinct (%)	64.2%
Missing	3430
Missing (%)	6.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.2861211378

Minimum	-4.181810345
Maximum	1.220772
Zeros	3793
Zeros (%)	7.6%
Negative	2225
Negative (%)	4.5%
Memory size	390.8 KiB

Quantile statistics

Minimum	-4.181810345
5-th percentile	0
Q1	0.0287306565
median	0.149961822
Q3	0.4761
95-th percentile	0.980159732
Maximum	1.220772
Range	5.402582345
Interquartile range (IQR)	0.4473693435

Descriptive statistics

Standard deviation	0.3288056634
Coefficient of variation (CV)	1.149183405
Kurtosis	2.799773342
Mean	0.2861211378
Median Absolute Deviation (MAD)	0.147084572
Skewness	0.6630495531
Sum	13324.66139
Variance	0.1081131643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3793	7.6%
1	84	0.2%
1.056274067	34	0.1%
0.269772235	25	0.1%
0.615943517	20	< 0.1%
-0.024539025	19	< 0.1%
0.0496735	18	< 0.1%
0.8422771	14	< 0.1%
0.520596875	14	< 0.1%
0.16149297	14	< 0.1%
Other values (29876)	42535	85.1%
(Missing)	3430	6.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.181810345	1	< 0.1%
-3.779525	3	< 0.1%
-2.845282468	2	< 0.1%
-2.713381296	2	< 0.1%
-2.3833292	1	< 0.1%

Value	Count	Frequency (%)
1.220772	1	< 0.1%
1.165178955	1	< 0.1%
1.165122654	1	< 0.1%
1.1551125	3	< 0.1%
1.145652444	1	< 0.1%

util_3m
Real number (ℝ)

MISSING ZEROS

Distinct	31718
Distinct (%)	68.1%
Missing	3421
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2769589456

Minimum	-5.621556727
Maximum	1.158873067
Zeros	1946
Zeros (%)	3.9%
Negative	1144
Negative (%)	2.3%
Memory size	390.8 KiB

Quantile statistics

Minimum	-5.621556727
5-th percentile	0
Q1	0.0510982805
median	0.17663
Q3	0.426151464
95-th percentile	0.9230671664
Maximum	1.158873067
Range	6.780429794
Interquartile range (IQR)	0.3750531835

Descriptive statistics

Standard deviation	0.290071503
Coefficient of variation (CV)	1.047344769
Kurtosis	7.441545939
Mean	0.2769589456
Median Absolute Deviation (MAD)	0.151708867
Skewness	0.5467103541
Sum	12900.47073
Variance	0.08414147684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1946	3.9%
1.081001611	34	0.1%
1	29	0.1%
0.331456043	25	0.1%
0.265136133	20	< 0.1%
0.547633718	20	< 0.1%
0.363157075	19	< 0.1%
0.177581911	18	< 0.1%
0.733146656	14	< 0.1%
0.704857667	14	< 0.1%
Other values (31708)	44440	88.9%
(Missing)	3421	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.621556727	1	< 0.1%
-4.181810345	1	< 0.1%
-3.390836667	3	< 0.1%
-2.8003673	2	< 0.1%
-2.773814444	1	< 0.1%

Value	Count	Frequency (%)
1.158873067	1	< 0.1%
1.153696914	1	< 0.1%
1.144906133	1	< 0.1%
1.139979568	1	< 0.1%
1.137157861	1	< 0.1%

util_6m
Real number (ℝ)

MISSING ZEROS

Distinct	32099
Distinct (%)	68.9%
Missing	3421
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.2700630135

Minimum	-8.490338472
Maximum	1.152833133
Zeros	1531
Zeros (%)	3.1%
Negative	794
Negative (%)	1.6%
Memory size	390.8 KiB

Quantile statistics

Minimum	-8.490338472
5-th percentile	3.303 × 10^-7
Q1	0.058282991
median	0.177386221
Q3	0.4109363635
95-th percentile	0.8864940025
Maximum	1.152833133
Range	9.643171605
Interquartile range (IQR)	0.3526533725

Descriptive statistics

Standard deviation	0.2795309849
Coefficient of variation (CV)	1.035058379
Kurtosis	28.78903012
Mean	0.2700630135
Median Absolute Deviation (MAD)	0.143645035
Skewness	-0.09496150341
Sum	12579.26511
Variance	0.07813757153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1531	3.1%
1.086199475	34	0.1%
0.238447588	25	0.1%
0.383533107	20	< 0.1%
0.442238179	20	< 0.1%
0.305775888	19	< 0.1%
0.377261272	18	< 0.1%
1	17	< 0.1%
0.087867973	14	< 0.1%
0.7114949	14	< 0.1%
Other values (32089)	44867	89.7%
(Missing)	3421	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.490338472	1	< 0.1%
-5.621556727	1	< 0.1%
-4.181810345	1	< 0.1%
-3.390836667	3	< 0.1%
-2.39937097	2	< 0.1%

Value	Count	Frequency (%)
1.152833133	1	< 0.1%
1.144906133	1	< 0.1%
1.129983932	1	< 0.1%
1.128258864	1	< 0.1%
1.127980348	1	< 0.1%

payment_ratio_1m
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	24296
Distinct (%)	59.1%
Missing	8889
Missing (%)	17.8%
Infinite	0
Infinite (%)	0.0%
Mean	-311.3116825

Minimum	-1019726.19
Maximum	319673.2143
Zeros	1703
Zeros (%)	3.4%
Negative	771
Negative (%)	1.5%
Memory size	390.8 KiB

Quantile statistics

Minimum	-1019726.19
5-th percentile	0
Q1	0.9999558715
median	1
Q3	1.002440173
95-th percentile	2.57296782
Maximum	319673.2143
Range	1339399.404
Interquartile range (IQR)	0.0024843015

Descriptive statistics

Standard deviation	14329.98308
Coefficient of variation (CV)	-46.03098402
Kurtosis	4028.497907
Mean	-311.3116825
Median Absolute Deviation (MAD)	0.000829822
Skewness	-59.29663513
Sum	-12798334.58
Variance	205348415.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3648	7.3%
0	1703	3.4%
2	76	0.2%
0.243166324	34	0.1%
4.372517434	25	0.1%
0.05	23	< 0.1%
1.305317073	20	< 0.1%
9.346678731	20	< 0.1%
5.170529613	19	< 0.1%
8.455494849	18	< 0.1%
Other values (24286)	35525	71.0%
(Missing)	8889	17.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1019726.19	6	< 0.1%
-712658.3333	1	< 0.1%
-625000	1	< 0.1%
-401895	1	< 0.1%
-354080	1	< 0.1%

Value	Count	Frequency (%)
319673.2143	1	< 0.1%
286950	1	< 0.1%
146900	1	< 0.1%
81320	1	< 0.1%
70932.43243	1	< 0.1%

payment_ratio_3m
Real number (ℝ)

MISSING SKEWED

Distinct	28538
Distinct (%)	66.4%
Missing	6990
Missing (%)	14.0%
Infinite	0
Infinite (%)	0.0%
Mean	-619.8010839

Minimum	-3704709.524
Maximum	270036
Zeros	418
Zeros (%)	0.8%
Negative	778
Negative (%)	1.6%
Memory size	390.8 KiB

Quantile statistics

Minimum	-3704709.524
5-th percentile	0.1270283466
Q1	0.999977079
median	1.000465329
Q3	1.063867672
95-th percentile	3.18013421
Maximum	270036
Range	3974745.524
Interquartile range (IQR)	0.06389059325

Descriptive statistics

Standard deviation	44429.15593
Coefficient of variation (CV)	-71.68292713
Kurtosis	6752.079765
Mean	-619.8010839
Median Absolute Deviation (MAD)	0.004937279
Skewness	-81.408264
Sum	-26657644.62
Variance	1973949897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1632	3.3%
0	418	0.8%
-0.5	36	0.1%
2.148109717	34	0.1%
-1	30	0.1%
3.507474759	25	0.1%
2	25	0.1%
2.228055745	20	< 0.1%
2.890307692	20	< 0.1%
2.918535661	19	< 0.1%
Other values (28528)	40751	81.5%
(Missing)	6990	14.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3704709.524	6	< 0.1%
-1226710	1	< 0.1%
-488168.4	2	< 0.1%
-269911	4	< 0.1%
-143506.4103	2	< 0.1%

Value	Count	Frequency (%)
270036	2	< 0.1%
110315.4762	1	< 0.1%
18304.87805	1	< 0.1%
14368.98263	1	< 0.1%
14352.94118	1	< 0.1%

payment_ratio_6m
Real number (ℝ)

MISSING SKEWED

Distinct	29635
Distinct (%)	68.2%
Missing	6536
Missing (%)	13.1%
Infinite	0
Infinite (%)	0.0%
Mean	-556.4841232

Minimum	-3704709.524
Maximum	273517
Zeros	150
Zeros (%)	0.3%
Negative	654
Negative (%)	1.3%
Memory size	390.8 KiB

Quantile statistics

Minimum	-3704709.524
5-th percentile	0.254369267
Q1	0.9999815575
median	1.00108895
Q3	1.118157603
95-th percentile	3.286817109
Maximum	273517
Range	3978226.524
Interquartile range (IQR)	0.1181760455

Descriptive statistics

Standard deviation	43669.86947
Coefficient of variation (CV)	-78.47460089
Kurtosis	7144.14233
Mean	-556.4841232
Median Absolute Deviation (MAD)	0.0259874135
Skewness	-84.26270787
Sum	-24187025.93
Variance	1907057499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1150	2.3%
0	150	0.3%
2.763527208	34	0.1%
-1	30	0.1%
3.860469517	25	0.1%
2	21	< 0.1%
-0.5	20	< 0.1%
2.648910934	20	< 0.1%
3.40490891	20	< 0.1%
4.039124107	19	< 0.1%
Other values (29625)	41975	84.0%
(Missing)	6536	13.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3704709.524	6	< 0.1%
-269911	4	< 0.1%
-130887.5	1	< 0.1%
-108769	2	< 0.1%
-105617.9487	1	< 0.1%

Value	Count	Frequency (%)
273517	2	< 0.1%
110315.4762	1	< 0.1%
18304.87805	1	< 0.1%
14352.94118	1	< 0.1%
2406.5	1	< 0.1%

paymad_1m
Real number (ℝ)

MISSING SKEWED

Distinct	22588
Distinct (%)	58.2%
Missing	11185
Missing (%)	22.4%
Infinite	0
Infinite (%)	0.0%
Mean	51.1902387

Minimum	0
Maximum	319673.2143
Zeros	178
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1.000057169
Q1	11.55
median	19.992004
Q3	20.01497491
95-th percentile	43.35855292
Maximum	319673.2143
Range	319673.2143
Interquartile range (IQR)	8.46497491

Descriptive statistics

Standard deviation	2409.143773
Coefficient of variation (CV)	47.06256181
Kurtosis	13588.80013
Mean	51.1902387
Median Absolute Deviation (MAD)	0.1854704
Skewness	111.890308
Sum	1986949.115
Variance	5803973.718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1224	2.4%
20	1006	2.0%
0	178	0.4%
4.235770207	34	0.1%
10	27	0.1%
87.44050488	25	0.1%
186.9147451	20	< 0.1%
26.10634146	20	< 0.1%
2	20	< 0.1%
103.4088386	19	< 0.1%
Other values (22578)	36242	72.5%
(Missing)	11185	22.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	178	0.4%
0.000663	1	< 0.1%
0.003040746	1	< 0.1%
0.004761905	1	< 0.1%
0.021437579	1	< 0.1%

Value	Count	Frequency (%)
319673.2143	1	< 0.1%
286950	1	< 0.1%
146900	1	< 0.1%
81320	1	< 0.1%
70932.43243	1	< 0.1%

paymad_3m
Real number (ℝ)

MISSING SKEWED

Distinct	28649
Distinct (%)	68.0%
Missing	7859
Missing (%)	15.7%
Infinite	0
Infinite (%)	0.0%
Mean	2513.665774

Minimum	0
Maximum	9392446.939
Zeros	30
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1.459793703
Q1	13.39392095
median	19.99218485
Q3	20.18067118
95-th percentile	56.2427157
Maximum	9392446.939
Range	9392446.939
Interquartile range (IQR)	6.78675023

Descriptive statistics

Standard deviation	151746.1101
Coefficient of variation (CV)	60.36845139
Kurtosis	3824.71663
Mean	2513.665774
Median Absolute Deviation (MAD)	1.93474503
Skewness	61.85228678
Sum	105928389.4
Variance	2.302688193 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	415	0.8%
20	393	0.8%
26.23494968	34	0.1%
0	30	0.1%
70.13912232	25	0.1%
44.56008243	20	< 0.1%
57.80615385	20	< 0.1%
58.36842491	19	< 0.1%
82.29515526	18	< 0.1%
182.731841	14	< 0.1%
Other values (28639)	41153	82.3%
(Missing)	7859	15.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	30	0.1%
0.000663	1	< 0.1%
0.001996008	1	< 0.1%
0.019704433	1	< 0.1%
0.098345154	1	< 0.1%

Value	Count	Frequency (%)
9392446.939	11	< 0.1%
270036	2	< 0.1%
156310.2041	1	< 0.1%
137200	1	< 0.1%
110315.4762	1	< 0.1%

paymad_6m
Real number (ℝ)

MISSING SKEWED

Distinct	30037
Distinct (%)	69.9%
Missing	7026
Missing (%)	14.1%
Infinite	0
Infinite (%)	0.0%
Mean	2510.30696

Minimum	0
Maximum	9495679.592
Zeros	12
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1.837682801
Q1	13.81779446
median	19.99393974
Q3	20.76940504
95-th percentile	58.27254385
Maximum	9495679.592
Range	9495679.592
Interquartile range (IQR)	6.951610582

Descriptive statistics

Standard deviation	151925.8376
Coefficient of variation (CV)	60.52082078
Kurtosis	3899.797625
Mean	2510.30696
Median Absolute Deviation (MAD)	2.589786935
Skewness	62.45375746
Sum	107877931.3
Variance	2.308146014 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	329	0.7%
1	152	0.3%
35.97306874	34	0.1%
77.19953808	25	0.1%
52.97754035	20	< 0.1%
68.09817293	20	< 0.1%
80.78022959	19	< 0.1%
34.46684111	18	< 0.1%
34.46245378	14	< 0.1%
117.1357747	14	< 0.1%
Other values (30027)	42329	84.7%
(Missing)	7026	14.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	< 0.1%
0.000663	1	< 0.1%
0.001996008	1	< 0.1%
0.005698006	2	< 0.1%
0.098345154	1	< 0.1%

Value	Count	Frequency (%)
9495679.592	11	< 0.1%
273517	2	< 0.1%
137200	1	< 0.1%
130230.7692	6	< 0.1%
110315.4762	1	< 0.1%

has_taken_emi_before
Real number (ℝ)

CONSTANT MISSING

Distinct	1
Distinct (%)	< 0.1%
Missing	39958
Missing (%)	79.9%
Infinite	0
Infinite (%)	0.0%
Mean	1

Minimum	1
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	0
Kurtosis	0
Mean	1
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	10042
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
1	10042	20.1%
(Missing)	39958	79.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	10042	20.1%

Value	Count	Frequency (%)
1	10042	20.1%

count_of_emi_before
Real number (ℝ)

Distinct	44
Distinct (%)	0.4%
Missing	39958
Missing (%)	79.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.186616212

Minimum	1
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	11
Maximum	76
Range	75
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.346145797
Coefficient of variation (CV)	1.363874878
Kurtosis	33.73931695
Mean	3.186616212
Median Absolute Deviation (MAD)	1
Skewness	4.554797965
Sum	32000
Variance	18.88898329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
1	4846	9.7%
2	1753	3.5%
3	931	1.9%
4	640	1.3%
5	449	0.9%
6	278	0.6%
7	211	0.4%
8	164	0.3%
9	140	0.3%
11	91	0.2%
Other values (34)	539	1.1%
(Missing)	39958	79.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4846	9.7%
2	1753	3.5%
3	931	1.9%
4	640	1.3%
5	449	0.9%

Value	Count	Frequency (%)
76	1	< 0.1%
69	1	< 0.1%
51	1	< 0.1%
50	1	< 0.1%
44	5	< 0.1%

age
Real number (ℝ)

Distinct	12929
Distinct (%)	25.9%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-38.25527231

Minimum	-81.56989247
Maximum	-21.06989247
Zeros	0
Zeros (%)	0.0%
Negative	49998
Negative (%)	> 99.9%
Memory size	390.8 KiB

Quantile statistics

Minimum	-81.56989247
5-th percentile	-62.86370968
Q1	-43.49731183
median	-35.30107527
Q3	-29.86021505
95-th percentile	-25.04569893
Maximum	-21.06989247
Range	60.5
Interquartile range (IQR)	13.63709678

Descriptive statistics

Standard deviation	11.40218204
Coefficient of variation (CV)	-0.2980551792
Kurtosis	0.9360754312
Mean	-38.25527231
Median Absolute Deviation (MAD)	6.27419355
Skewness	-1.159013226
Sum	-1912687.105
Variance	130.0097553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-34.24731183	52	0.1%
-31.24731183	48	0.1%
-30.24731183	43	0.1%
-29.24731183	41	0.1%
-31.82258065	40	0.1%
-36.24731183	38	0.1%
-44.24731183	38	0.1%
-32.24731183	37	0.1%
-28.24731183	36	0.1%
-26.24731183	35	0.1%
Other values (12919)	49590	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-81.56989247	1	< 0.1%
-81.42741936	1	< 0.1%
-81.4139785	1	< 0.1%
-81.37634409	3	< 0.1%
-81.37096774	3	< 0.1%

Value	Count	Frequency (%)
-21.06989247	1	< 0.1%
-21.10483871	1	< 0.1%
-21.11290323	2	< 0.1%
-21.12903226	1	< 0.1%
-21.1344086	1	< 0.1%

married_flag
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	50000
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	50000	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	50000	100.0%

Value	Count	Frequency (%)
0	50000	100.0%

ASSET_OWNERSHIP
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.33854

Minimum	0
Maximum	1
Zeros	33073
Zeros (%)	66.1%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4732178643
Coefficient of variation (CV)	1.39781965
Kurtosis	-1.534365524
Mean	0.33854
Median Absolute Deviation (MAD)	0
Skewness	0.6824191174
Sum	16927
Variance	0.2239351471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	33073	66.1%
1	16927	33.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33073	66.1%
1	16927	33.9%

Value	Count	Frequency (%)
1	16927	33.9%
0	33073	66.1%

Bureau_AL_amt_ever
Real number (ℝ)

MISSING SKEWED

Distinct	3833
Distinct (%)	32.9%
Missing	38351
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	1448919.139

Minimum	1159
Maximum	434000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1159
5-th percentile	200000
Q1	416154
median	696000
Q3	1250000
95-th percentile	4100080
Maximum	434000000
Range	433998841
Interquartile range (IQR)	833846

Descriptive statistics

Standard deviation	7786698.725
Coefficient of variation (CV)	5.374143054
Kurtosis	2571.918557
Mean	1448919.139
Median Absolute Deviation (MAD)	339062
Skewness	47.93700845
Sum	1.687845905 × 10¹⁰
Variance	6.063267704 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500000	407	0.8%
600000	299	0.6%
400000	287	0.6%
300000	280	0.6%
200000	202	0.4%
700000	187	0.4%
350000	161	0.3%
800000	155	0.3%
450000	126	0.3%
1000000	123	0.2%
Other values (3823)	9422	18.8%
(Missing)	38351	76.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1159	2	< 0.1%
1399	4	< 0.1%
1699	5	< 0.1%
1759	2	< 0.1%
1924	6	< 0.1%

Value	Count	Frequency (%)
434000000	3	< 0.1%
269000000	1	< 0.1%
61500000	2	< 0.1%
50100000	3	< 0.1%
34000000	3	< 0.1%

Bureau_BL_amt_ever
Real number (ℝ)

MISSING SKEWED

Distinct	1307
Distinct (%)	31.3%
Missing	45820
Missing (%)	91.6%
Infinite	0
Infinite (%)	0.0%
Mean	5839550.772

Minimum	1
Maximum	1700000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	14712.5
Q1	100000
median	400000
Q3	2053200
95-th percentile	17000000
Maximum	1700000000
Range	1699999999
Interquartile range (IQR)	1953200

Descriptive statistics

Standard deviation	40701081.61
Coefficient of variation (CV)	6.969899432
Kurtosis	798.7289049
Mean	5839550.772
Median Absolute Deviation (MAD)	357000
Skewness	23.55052485
Sum	2.440932223 × 10¹⁰
Variance	1.656578044 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	228	0.5%
100000	140	0.3%
300000	111	0.2%
200000	103	0.2%
500000	93	0.2%
150000	87	0.2%
1000000	80	0.2%
10000	74	0.1%
40000	50	0.1%
2000000	47	0.1%
Other values (1297)	3167	6.3%
(Missing)	45820	91.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	14	< 0.1%
12	2	< 0.1%
399	1	< 0.1%
2000	10	< 0.1%
3000	9	< 0.1%

Value	Count	Frequency (%)
1700000000	1	< 0.1%
700000000	2	< 0.1%
516000000	5	< 0.1%
400000000	3	< 0.1%
356000000	1	< 0.1%

Bureau_CCOD_amt_ever
Real number (ℝ)

MISSING SKEWED

Distinct	22788
Distinct (%)	67.7%
Missing	16336
Missing (%)	32.7%
Infinite	0
Infinite (%)	0.0%
Mean	960499.7433

Minimum	1
Maximum	2820000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	19599.3
Q1	112663
median	328566
Q3	765011
95-th percentile	2377746.7
Maximum	2820000000
Range	2819999999
Interquartile range (IQR)	652348

Descriptive statistics

Standard deviation	16645500.53
Coefficient of variation (CV)	17.33004162
Kurtosis	24542.14343
Mean	960499.7433
Median Absolute Deviation (MAD)	255829.5
Skewness	147.7545679
Sum	3.233426336 × 10¹⁰
Variance	2.770726878 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86000	57	0.1%
25000	43	0.1%
100000	36	0.1%
590	30	0.1%
300000	28	0.1%
66000	26	0.1%
1046756	25	0.1%
250000	23	< 0.1%
200000	21	< 0.1%
65000	21	< 0.1%
Other values (22778)	33354	66.7%
(Missing)	16336	32.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	< 0.1%
2	4	< 0.1%
3	1	< 0.1%
5	5	< 0.1%
7	2	< 0.1%

Value	Count	Frequency (%)
2820000000	1	< 0.1%
611000000	1	< 0.1%
451000000	3	< 0.1%
175000000	1	< 0.1%
155000000	3	< 0.1%

Bureau_CV_amt_ever
Real number (ℝ)

Distinct	406
Distinct (%)	52.5%
Missing	49226
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	9741787.143

Minimum	20000
Maximum	340000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	20000
5-th percentile	156950
Q1	377000
median	750000
Q3	3224000
95-th percentile	48620000
Maximum	340000000
Range	339980000
Interquartile range (IQR)	2847000

Descriptive statistics

Standard deviation	33057407.13
Coefficient of variation (CV)	3.393361674
Kurtosis	38.68366797
Mean	9741787.143
Median Absolute Deviation (MAD)	474834.5
Skewness	5.726713421
Sum	7540143249
Variance	1.092792166 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1011627	12	< 0.1%
500000	12	< 0.1%
300000	12	< 0.1%
400000	10	< 0.1%
125000	10	< 0.1%
11500000	7	< 0.1%
250000	7	< 0.1%
2090578	7	< 0.1%
870000	7	< 0.1%
590000	6	< 0.1%
Other values (396)	684	1.4%
(Missing)	49226	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20000	2	< 0.1%
28000	1	< 0.1%
30000	3	< 0.1%
48000	1	< 0.1%
50000	1	< 0.1%

Value	Count	Frequency (%)
340000000	1	< 0.1%
283000000	3	< 0.1%
232000000	1	< 0.1%
166000000	5	< 0.1%
165000000	5	< 0.1%

Bureau_CD_amt_ever
Real number (ℝ)

MISSING SKEWED

Distinct	8942
Distinct (%)	45.5%
Missing	30347
Missing (%)	60.7%
Infinite	0
Infinite (%)	0.0%
Mean	107474.1102

Minimum	5
Maximum	81700000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	5
5-th percentile	2000
Q1	18379
median	54086
Q3	123490
95-th percentile	341983
Maximum	81700000
Range	81699995
Interquartile range (IQR)	105111

Descriptive statistics

Standard deviation	622915.7572
Coefficient of variation (CV)	5.795961058
Kurtosis	14993.52574
Mean	107474.1102
Median Absolute Deviation (MAD)	43402
Skewness	115.2986889
Sum	2112188687
Variance	3.880240406 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000	1457	2.9%
3000	301	0.6%
4000	283	0.6%
10000	198	0.4%
1500	111	0.2%
60000	107	0.2%
40000	90	0.2%
1000	85	0.2%
25000	85	0.2%
20000	80	0.2%
Other values (8932)	16856	33.7%
(Missing)	30347	60.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
16	2	< 0.1%
52	2	< 0.1%
108	1	< 0.1%
500	12	< 0.1%

Value	Count	Frequency (%)
81700000	1	< 0.1%
13100000	1	< 0.1%
6000000	1	< 0.1%
5869871	1	< 0.1%
5843000	4	< 0.1%

Bureau_EL_amt_ever
Real number (ℝ)

Distinct	814
Distinct (%)	31.5%
Missing	47414
Missing (%)	94.8%
Infinite	0
Infinite (%)	0.0%
Mean	860098.7243

Minimum	5700
Maximum	10000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	5700
5-th percentile	97555
Q1	224000
median	400000
Q3	1000000
95-th percentile	3135250
Maximum	10000000
Range	9994300
Interquartile range (IQR)	776000

Descriptive statistics

Standard deviation	1142283.72
Coefficient of variation (CV)	1.328084425
Kurtosis	12.07254879
Mean	860098.7243
Median Absolute Deviation (MAD)	233000
Skewness	3.015763383
Sum	2224215301
Variance	1.304812097 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
400000	252	0.5%
200000	84	0.2%
750000	82	0.2%
2000000	73	0.1%
1500000	67	0.1%
300000	63	0.1%
1000000	40	0.1%
500000	39	0.1%
250000	37	0.1%
2500000	31	0.1%
Other values (804)	1818	3.6%
(Missing)	47414	94.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5700	2	< 0.1%
20060	1	< 0.1%
22500	1	< 0.1%
22750	2	< 0.1%
23400	1	< 0.1%

Value	Count	Frequency (%)
10000000	1	< 0.1%
9800000	1	< 0.1%
9200000	2	< 0.1%
8000000	1	< 0.1%
7663582	1	< 0.1%

Bureau_GL_amt_ever
Real number (ℝ)

Distinct	2228
Distinct (%)	50.4%
Missing	45582
Missing (%)	91.2%
Infinite	0
Infinite (%)	0.0%
Mean	741242.0389

Minimum	2
Maximum	45200000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	2
5-th percentile	25000
Q1	99912.5
median	276000
Q3	738784
95-th percentile	3048776.6
Maximum	45200000
Range	45199998
Interquartile range (IQR)	638871.5

Descriptive statistics

Standard deviation	1570530.491
Coefficient of variation (CV)	2.118782271
Kurtosis	171.3211303
Mean	741242.0389
Median Absolute Deviation (MAD)	220000
Skewness	9.067322323
Sum	3274807328
Variance	2.466566022 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300000	55	0.1%
100000	53	0.1%
200000	50	0.1%
50000	32	0.1%
120000	23	< 0.1%
40000	23	< 0.1%
30000	19	< 0.1%
600000	18	< 0.1%
71000	17	< 0.1%
250000	17	< 0.1%
Other values (2218)	4111	8.2%
(Missing)	45582	91.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
305	1	< 0.1%
1000	1	< 0.1%
2400	1	< 0.1%
2513	1	< 0.1%

Value	Count	Frequency (%)
45200000	1	< 0.1%
18700000	1	< 0.1%
16900000	1	< 0.1%
15100000	5	< 0.1%
14500000	1	< 0.1%

Bureau_HL_amt_ever
Real number (ℝ)

Distinct	4731
Distinct (%)	35.7%
Missing	36745
Missing (%)	73.5%
Infinite	0
Infinite (%)	0.0%
Mean	7544590.037

Minimum	8043
Maximum	655000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	8043
5-th percentile	649800.2
Q1	2000000
median	3751764
Q3	7500661
95-th percentile	24130000
Maximum	655000000
Range	654991957
Interquartile range (IQR)	5500661

Descriptive statistics

Standard deviation	17041766.2
Coefficient of variation (CV)	2.258806127
Kurtosis	393.0086942
Mean	7544590.037
Median Absolute Deviation (MAD)	2251764
Skewness	14.74716897
Sum	1.000035409 × 10¹¹
Variance	2.904217953 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000000	277	0.6%
1500000	217	0.4%
2000000	212	0.4%
2500000	169	0.3%
1000000	128	0.3%
5000000	104	0.2%
4000000	104	0.2%
3500000	95	0.2%
1800000	84	0.2%
1200000	82	0.2%
Other values (4721)	11783	23.6%
(Missing)	36745	73.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8043	1	< 0.1%
14050	3	< 0.1%
18766	2	< 0.1%
25000	2	< 0.1%
39000	1	< 0.1%

Value	Count	Frequency (%)
655000000	2	< 0.1%
375000000	1	< 0.1%
284000000	4	< 0.1%
257000000	4	< 0.1%
250000000	1	< 0.1%

Bureau_PL_amt_ever
Real number (ℝ)

MISSING SKEWED

Distinct	6299
Distinct (%)	36.6%
Missing	32769
Missing (%)	65.5%
Infinite	0
Infinite (%)	0.0%
Mean	976697.868

Minimum	1
Maximum	213000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	5500
Q1	109000
median	364500
Q3	1000000
95-th percentile	3610432
Maximum	213000000
Range	212999999
Interquartile range (IQR)	891000

Descriptive statistics

Standard deviation	3787191.756
Coefficient of variation (CV)	3.877546864
Kurtosis	2289.082868
Mean	976697.868
Median Absolute Deviation (MAD)	310990
Skewness	42.03517517
Sum	1.682948096 × 10¹⁰
Variance	1.434282139 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	407	0.8%
200000	337	0.7%
500000	319	0.6%
5000	296	0.6%
300000	272	0.5%
150000	268	0.5%
30000	213	0.4%
50000	195	0.4%
400000	176	0.4%
500	164	0.3%
Other values (6289)	14584	29.2%
(Missing)	32769	65.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	13	< 0.1%
140	1	< 0.1%
250	2	< 0.1%
412	1	< 0.1%
500	164	0.3%

Value	Count	Frequency (%)
213000000	4	< 0.1%
44000000	4	< 0.1%
38900000	5	< 0.1%
38800000	1	< 0.1%
38300000	1	< 0.1%

Bureau_LAP_amt_ever
Real number (ℝ)

Distinct	1446
Distinct (%)	43.5%
Missing	46674
Missing (%)	93.3%
Infinite	0
Infinite (%)	0.0%
Mean	16584195.02

Minimum	1
Maximum	1060000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	62606.75
Q1	509195.5
median	1800000
Q3	6437564.75
95-th percentile	59200000
Maximum	1060000000
Range	1059999999
Interquartile range (IQR)	5928369.25

Descriptive statistics

Standard deviation	71670524.51
Coefficient of variation (CV)	4.321616119
Kurtosis	99.8196242
Mean	16584195.02
Median Absolute Deviation (MAD)	1621065
Skewness	9.190381188
Sum	5.515903264 × 10¹⁰
Variance	5.136664084 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000000	75	0.1%
1500000	63	0.1%
2000000	52	0.1%
2500000	40	0.1%
500000	38	0.1%
300000	36	0.1%
3000000	33	0.1%
700000	31	0.1%
1200000	30	0.1%
800000	28	0.1%
Other values (1436)	2900	5.8%
(Missing)	46674	93.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	12	< 0.1%
5220	5	< 0.1%
9590	1	< 0.1%
12986	1	< 0.1%
13102	1	< 0.1%

Value	Count	Frequency (%)
1060000000	1	< 0.1%
988000000	5	< 0.1%
770000000	6	< 0.1%
717000000	1	< 0.1%
691000000	1	< 0.1%

Bureau_TW_amt_ever
Real number (ℝ)

Distinct	2626
Distinct (%)	36.5%
Missing	42804
Missing (%)	85.6%
Infinite	0
Infinite (%)	0.0%
Mean	84666.09255

Minimum	9990
Maximum	1810000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	9990
5-th percentile	27297.75
Q1	41500
median	58500
Q3	90735.75
95-th percentile	192581
Maximum	1810000
Range	1800010
Interquartile range (IQR)	49235.75

Descriptive statistics

Standard deviation	117907.3824
Coefficient of variation (CV)	1.392616322
Kurtosis	92.20556887
Mean	84666.09255
Median Absolute Deviation (MAD)	20500
Skewness	8.436770403
Sum	609257202
Variance	1.390215083 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30000	151	0.3%
40000	144	0.3%
50000	101	0.2%
35000	88	0.2%
45000	77	0.2%
60000	76	0.2%
48000	74	0.1%
20000	74	0.1%
38000	70	0.1%
44000	67	0.1%
Other values (2616)	6274	12.5%
(Missing)	42804	85.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9990	1	< 0.1%
10600	1	< 0.1%
11000	1	< 0.1%
12000	6	< 0.1%
13000	2	< 0.1%

Value	Count	Frequency (%)
1810000	3	< 0.1%
1750000	3	< 0.1%
1600000	1	< 0.1%
1550000	4	< 0.1%
1547675	3	< 0.1%

Bureau_UC_amt_ever
Real number (ℝ)

Distinct	738
Distinct (%)	49.4%
Missing	48507
Missing (%)	97.0%
Infinite	0
Infinite (%)	0.0%
Mean	768823.779

Minimum	50000
Maximum	10200000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	50000
5-th percentile	110304.8
Q1	250000
median	429379
Q3	807500
95-th percentile	2500000
Maximum	10200000
Range	10150000
Interquartile range (IQR)	557500

Descriptive statistics

Standard deviation	1017226.303
Coefficient of variation (CV)	1.323094226
Kurtosis	20.72586002
Mean	768823.779
Median Absolute Deviation (MAD)	229379
Skewness	3.867477032
Sum	1147853902
Variance	1.034749351 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300000	36	0.1%
200000	29	0.1%
150000	26	0.1%
250000	25	0.1%
1000000	16	< 0.1%
350000	14	< 0.1%
500000	13	< 0.1%
800000	13	< 0.1%
100000	13	< 0.1%
700000	12	< 0.1%
Other values (728)	1296	2.6%
(Missing)	48507	97.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50000	5	< 0.1%
55000	2	< 0.1%
61000	1	< 0.1%
63749	1	< 0.1%
64482	1	< 0.1%

Value	Count	Frequency (%)
10200000	1	< 0.1%
9000000	3	< 0.1%
8546077	1	< 0.1%
7123000	1	< 0.1%
5485000	3	< 0.1%

Bureau_unsec_amt_ever
Real number (ℝ)

MISSING SKEWED

Distinct	8375
Distinct (%)	38.1%
Missing	27999
Missing (%)	56.0%
Infinite	0
Infinite (%)	0.0%
Mean	3048962.736

Minimum	1
Maximum	1700000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	7000
Q1	150000
median	490000
Q3	1380548
95-th percentile	6729000
Maximum	1700000000
Range	1699999999
Interquartile range (IQR)	1230548

Descriptive statistics

Standard deviation	30395742.02
Coefficient of variation (CV)	9.969207448
Kurtosis	1239.948495
Mean	3048962.736
Median Absolute Deviation (MAD)	420000
Skewness	31.55790447
Sum	6.708022915 × 10¹⁰
Variance	9.239011327 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	415	0.8%
150000	390	0.8%
50000	359	0.7%
200000	320	0.6%
500000	316	0.6%
300000	300	0.6%
400000	284	0.6%
5000	217	0.4%
30000	182	0.4%
1000000	173	0.3%
Other values (8365)	19045	38.1%
(Missing)	27999	56.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	15	< 0.1%
3	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
1700000000	1	< 0.1%
1500000000	1	< 0.1%
1140000000	3	< 0.1%
872000000	5	< 0.1%
730000000	2	< 0.1%

Bureau_sec_amt_ever
Real number (ℝ)

Distinct	5521
Distinct (%)	36.3%
Missing	34778
Missing (%)	69.6%
Infinite	0
Infinite (%)	0.0%
Mean	11890232.3

Minimum	1
Maximum	1870000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	300000
Q1	1799679.75
median	3658351
Q3	7980000
95-th percentile	33000000
Maximum	1870000000
Range	1869999999
Interquartile range (IQR)	6180320.25

Descriptive statistics

Standard deviation	58972459.26
Coefficient of variation (CV)	4.959739873
Kurtosis	429.2885388
Mean	11890232.3
Median Absolute Deviation (MAD)	2408351
Skewness	18.4442372
Sum	1.809931161 × 10¹¹
Variance	3.477750951 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000000	262	0.5%
2000000	216	0.4%
1500000	207	0.4%
2500000	170	0.3%
1000000	145	0.3%
4000000	103	0.2%
5000000	95	0.2%
1200000	93	0.2%
1800000	92	0.2%
3500000	91	0.2%
Other values (5511)	13748	27.5%
(Missing)	34778	69.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	< 0.1%
200	3	< 0.1%
4500	1	< 0.1%
4859	1	< 0.1%
7700	1	< 0.1%

Value	Count	Frequency (%)
1870000000	4	< 0.1%
1260000000	4	< 0.1%
1170000000	5	< 0.1%
1140000000	1	< 0.1%
1060000000	1	< 0.1%

Bureau_all_amt_ever
Real number (ℝ)

MISSING SKEWED

Distinct	23965
Distinct (%)	62.1%
Missing	11400
Missing (%)	22.8%
Infinite	0
Infinite (%)	0.0%
Mean	7890301.189

Minimum	2
Maximum	2820000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	2
5-th percentile	37393.2
Q1	360691
median	1531777
Q3	5079595
95-th percentile	21600000
Maximum	2820000000
Range	2819999998
Interquartile range (IQR)	4718904

Descriptive statistics

Standard deviation	54617970.53
Coefficient of variation (CV)	6.922165481
Kurtosis	807.2848231
Mean	7890301.189
Median Absolute Deviation (MAD)	1403836.5
Skewness	25.67655087
Sum	3.045656259 × 10¹¹
Variance	2.983122705 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11700000	78	0.2%
2000	73	0.1%
10700000	66	0.1%
10100000	65	0.1%
11500000	64	0.1%
11000000	56	0.1%
11300000	55	0.1%
10200000	54	0.1%
11200000	53	0.1%
10500000	52	0.1%
Other values (23955)	37984	76.0%
(Missing)	11400	22.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	1	< 0.1%
5	3	< 0.1%
6	1	< 0.1%
7	2	< 0.1%

Value	Count	Frequency (%)
2820000000	1	< 0.1%
1880000000	4	< 0.1%
1790000000	5	< 0.1%
1710000000	1	< 0.1%
1600000000	5	< 0.1%

Bureau_AL_amt_live
Real number (ℝ)

MISSING SKEWED

Distinct	1872
Distinct (%)	34.9%
Missing	44638
Missing (%)	89.3%
Infinite	0
Infinite (%)	0.0%
Mean	1190446.098

Minimum	1159
Maximum	112000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1159
5-th percentile	280000
Q1	500000
median	731940.5
Q3	1200000
95-th percentile	3343850
Maximum	112000000
Range	111998841
Interquartile range (IQR)	700000

Descriptive statistics

Standard deviation	2158350.132
Coefficient of variation (CV)	1.813059941
Kurtosis	1307.382541
Mean	1190446.098
Median Absolute Deviation (MAD)	268454
Skewness	27.28540456
Sum	6383171975
Variance	4.658475291 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500000	200	0.4%
600000	158	0.3%
800000	130	0.3%
700000	127	0.3%
400000	112	0.2%
1000000	108	0.2%
900000	61	0.1%
750000	57	0.1%
450000	56	0.1%
350000	55	0.1%
Other values (1862)	4298	8.6%
(Missing)	44638	89.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1159	2	< 0.1%
1399	4	< 0.1%
1699	5	< 0.1%
1759	2	< 0.1%
1924	5	< 0.1%

Value	Count	Frequency (%)
112000000	1	< 0.1%
22400000	1	< 0.1%
20600000	3	< 0.1%
20500000	2	< 0.1%
16400000	3	< 0.1%

Bureau_BL_amt_live
Real number (ℝ)

MISSING SKEWED

Distinct	749
Distinct (%)	31.5%
Missing	47622
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	5414476.273

Minimum	1
Maximum	1500000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	10000
Q1	75000
median	500000
Q3	2500000
95-th percentile	14415000
Maximum	1500000000
Range	1499999999
Interquartile range (IQR)	2425000

Descriptive statistics

Standard deviation	40767083.2
Coefficient of variation (CV)	7.529275437
Kurtosis	797.1597993
Mean	5414476.273
Median Absolute Deviation (MAD)	480000
Skewness	24.58258982
Sum	1.287562458 × 10¹⁰
Variance	1.661955073 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	199	0.4%
10000	92	0.2%
200000	68	0.1%
100000	61	0.1%
500000	60	0.1%
1000000	57	0.1%
40000	45	0.1%
300000	44	0.1%
2000000	37	0.1%
250000	32	0.1%
Other values (739)	1683	3.4%
(Missing)	47622	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	13	< 0.1%
12	2	< 0.1%
2000	5	< 0.1%
3000	9	< 0.1%
3300	1	< 0.1%

Value	Count	Frequency (%)
1500000000	1	< 0.1%
436000000	5	< 0.1%
400000000	3	< 0.1%
250000000	1	< 0.1%
185000000	1	< 0.1%

Bureau_CCOD_amt_live
Real number (ℝ)

MISSING SKEWED

Distinct	21696
Distinct (%)	67.3%
Missing	17781
Missing (%)	35.6%
Infinite	0
Infinite (%)	0.0%
Mean	728838.5313

Minimum	1
Maximum	1330000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	22193.7
Q1	100899.5
median	265356
Q3	604919.5
95-th percentile	1852002.9
Maximum	1330000000
Range	1329999999
Interquartile range (IQR)	504020

Descriptive statistics

Standard deviation	9572097.461
Coefficient of variation (CV)	13.13335815
Kurtosis	12485.85803
Mean	728838.5313
Median Absolute Deviation (MAD)	197887
Skewness	101.0823389
Sum	2.348244864 × 10¹⁰
Variance	9.162504981 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86000	99	0.2%
100000	42	0.1%
25000	41	0.1%
66000	33	0.1%
300000	33	0.1%
500000	27	0.1%
120000	27	0.1%
250000	25	0.1%
888854	25	0.1%
65000	22	< 0.1%
Other values (21686)	31845	63.7%
(Missing)	17781	35.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	1	< 0.1%
5	2	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
1330000000	1	< 0.1%
601000000	1	< 0.1%
451000000	3	< 0.1%
175000000	1	< 0.1%
121000000	3	< 0.1%

Bureau_CV_amt_live
Real number (ℝ)

Distinct	208
Distinct (%)	56.1%
Missing	49629
Missing (%)	99.3%
Infinite	0
Infinite (%)	0.0%
Mean	10314265.55

Minimum	30000
Maximum	203000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	30000
5-th percentile	186554.5
Q1	500000
median	1011627
Q3	4498000
95-th percentile	58000000
Maximum	203000000
Range	202970000
Interquartile range (IQR)	3998000

Descriptive statistics

Standard deviation	27397556.9
Coefficient of variation (CV)	2.656278023
Kurtosis	22.61079936
Mean	10314265.55
Median Absolute Deviation (MAD)	666627
Skewness	4.410447583
Sum	3826592519
Variance	7.506261242 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1011627	12	< 0.1%
500000	8	< 0.1%
511578	7	< 0.1%
300000	6	< 0.1%
104000000	6	< 0.1%
1664394	6	< 0.1%
17700000	6	< 0.1%
630000	5	< 0.1%
98500000	5	< 0.1%
58000000	5	< 0.1%
Other values (198)	305	0.6%
(Missing)	49629	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
30000	3	< 0.1%
90000	2	< 0.1%
100000	1	< 0.1%
125000	2	< 0.1%
150000	1	< 0.1%

Value	Count	Frequency (%)
203000000	3	< 0.1%
125000000	1	< 0.1%
119000000	1	< 0.1%
104000000	6	< 0.1%
98500000	5	< 0.1%

Bureau_CD_amt_live
Real number (ℝ)

MISSING SKEWED

Distinct	2783
Distinct (%)	26.6%
Missing	39553
Missing (%)	79.1%
Infinite	0
Infinite (%)	0.0%
Mean	38549.79295

Minimum	750
Maximum	5843000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	750
5-th percentile	2000
Q1	3000
median	16790
Q3	43989
95-th percentile	131312
Maximum	5843000
Range	5842250
Interquartile range (IQR)	40989

Descriptive statistics

Standard deviation	134409.3429
Coefficient of variation (CV)	3.486642407
Kurtosis	1354.196922
Mean	38549.79295
Median Absolute Deviation (MAD)	14790
Skewness	32.80678197
Sum	402729687
Variance	1.806587146 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000	2322	4.6%
3000	413	0.8%
10000	401	0.8%
4000	383	0.8%
1500	137	0.3%
60000	119	0.2%
20000	96	0.2%
25000	93	0.2%
1000	90	0.2%
40000	89	0.2%
Other values (2773)	6304	12.6%
(Missing)	39553	79.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
750	9	< 0.1%
917	1	< 0.1%
945	1	< 0.1%
1000	90	0.2%
1045	2	< 0.1%

Value	Count	Frequency (%)
5843000	4	< 0.1%
2000000	5	< 0.1%
1500000	1	< 0.1%
1000000	3	< 0.1%
950000	1	< 0.1%

Bureau_EL_amt_live
Real number (ℝ)

Distinct	316
Distinct (%)	40.3%
Missing	49215
Missing (%)	98.4%
Infinite	0
Infinite (%)	0.0%
Mean	1200759.361

Minimum	5000
Maximum	10000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	5000
5-th percentile	128500
Q1	308000
median	580000
Q3	1630000
95-th percentile	4000000
Maximum	10000000
Range	9995000
Interquartile range (IQR)	1322000

Descriptive statistics

Standard deviation	1373062.278
Coefficient of variation (CV)	1.143494961
Kurtosis	5.858470713
Mean	1200759.361
Median Absolute Deviation (MAD)	381706
Skewness	2.101772023
Sum	942596098
Variance	1.88530002 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
400000	74	0.1%
750000	33	0.1%
2000000	29	0.1%
4000000	25	0.1%
500000	20	< 0.1%
1500000	17	< 0.1%
3000000	16	< 0.1%
600000	13	< 0.1%
200000	12	< 0.1%
1000000	11	< 0.1%
Other values (306)	535	1.1%
(Missing)	49215	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5000	1	< 0.1%
20060	1	< 0.1%
25000	1	< 0.1%
35000	1	< 0.1%
39300	1	< 0.1%

Value	Count	Frequency (%)
10000000	1	< 0.1%
9200000	2	< 0.1%
6800000	1	< 0.1%
6078446	2	< 0.1%
6000000	1	< 0.1%

Bureau_GL_amt_live
Real number (ℝ)

Distinct	762
Distinct (%)	49.0%
Missing	48446
Missing (%)	96.9%
Infinite	0
Infinite (%)	0.0%
Mean	375067.6641

Minimum	305
Maximum	5625000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	305
5-th percentile	25000
Q1	80000
median	200000
Q3	434200
95-th percentile	1273875.5
Maximum	5625000
Range	5624695
Interquartile range (IQR)	354200

Descriptive statistics

Standard deviation	563987.9222
Coefficient of variation (CV)	1.503696469
Kurtosis	34.69941608
Mean	375067.6641
Median Absolute Deviation (MAD)	148050
Skewness	4.867679428
Sum	582855150
Variance	3.180823763 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	43	0.1%
200000	28	0.1%
300000	26	0.1%
500000	13	< 0.1%
270000	12	< 0.1%
30000	12	< 0.1%
250000	12	< 0.1%
78000	12	< 0.1%
35000	11	< 0.1%
50000	11	< 0.1%
Other values (752)	1374	2.7%
(Missing)	48446	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
305	1	< 0.1%
4900	1	< 0.1%
7000	1	< 0.1%
7300	1	< 0.1%
7440	1	< 0.1%

Value	Count	Frequency (%)
5625000	5	< 0.1%
5407000	1	< 0.1%
4800000	1	< 0.1%
4309000	1	< 0.1%
3899000	1	< 0.1%

Bureau_HL_amt_live
Real number (ℝ)

Distinct	3186
Distinct (%)	36.2%
Missing	41205
Missing (%)	82.4%
Infinite	0
Infinite (%)	0.0%
Mean	5578534.705

Minimum	18766
Maximum	202000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	18766
5-th percentile	900000
Q1	2000000
median	3310077
Q3	6000000
95-th percentile	15500000
Maximum	202000000
Range	201981234
Interquartile range (IQR)	4000000

Descriptive statistics

Standard deviation	9095932.15
Coefficient of variation (CV)	1.630523539
Kurtosis	133.7804704
Mean	5578534.705
Median Absolute Deviation (MAD)	1658377
Skewness	9.062783002
Sum	4.906321273 × 10¹⁰
Variance	8.273598168 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000000	249	0.5%
2500000	142	0.3%
1500000	140	0.3%
2000000	126	0.3%
4000000	99	0.2%
5000000	94	0.2%
6000000	88	0.2%
3500000	86	0.2%
1000000	84	0.2%
7500000	72	0.1%
Other values (3176)	7615	15.2%
(Missing)	41205	82.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18766	2	< 0.1%
48000	1	< 0.1%
54000	2	< 0.1%
65000	1	< 0.1%
90000	3	< 0.1%

Value	Count	Frequency (%)
202000000	4	< 0.1%
120000000	1	< 0.1%
116000000	2	< 0.1%
104000000	4	< 0.1%
91000000	3	< 0.1%

Bureau_PL_amt_live
Real number (ℝ)

MISSING SKEWED

Distinct	3957
Distinct (%)	33.5%
Missing	38188
Missing (%)	76.4%
Infinite	0
Infinite (%)	0.0%
Mean	595760.0461

Minimum	1
Maximum	50000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	4000
Q1	75000
median	300000
Q3	722000
95-th percentile	2000000
Maximum	50000000
Range	49999999
Interquartile range (IQR)	647000

Descriptive statistics

Standard deviation	1507184.04
Coefficient of variation (CV)	2.529850819
Kurtosis	659.530184
Mean	595760.0461
Median Absolute Deviation (MAD)	260927.5
Skewness	22.16304126
Sum	7037117664
Variance	2.271603731 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	351	0.7%
500000	283	0.6%
200000	236	0.5%
30000	234	0.5%
500	218	0.4%
1000000	193	0.4%
100000	180	0.4%
7000	178	0.4%
300000	172	0.3%
400000	142	0.3%
Other values (3947)	9625	19.2%
(Missing)	38188	76.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	18	< 0.1%
2	1	< 0.1%
140	1	< 0.1%
250	3	< 0.1%
346	2	< 0.1%

Value	Count	Frequency (%)
50000000	4	< 0.1%
44000000	4	< 0.1%
38300000	1	< 0.1%
19000000	1	< 0.1%
14100000	1	< 0.1%

Bureau_LAP_amt_live
Real number (ℝ)

Distinct	1077
Distinct (%)	46.7%
Missing	47695
Missing (%)	95.4%
Infinite	0
Infinite (%)	0.0%
Mean	11557042.63

Minimum	1
Maximum	732000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	58730
Q1	458000
median	1775281
Q3	5815000
95-th percentile	49000000
Maximum	732000000
Range	731999999
Interquartile range (IQR)	5357000

Descriptive statistics

Standard deviation	43470121.76
Coefficient of variation (CV)	3.761353414
Kurtosis	112.6522967
Mean	11557042.63
Median Absolute Deviation (MAD)	1600878
Skewness	9.595403949
Sum	2.663898327 × 10¹⁰
Variance	1.889651486 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000000	50	0.1%
2000000	41	0.1%
2500000	31	0.1%
1500000	30	0.1%
3000000	29	0.1%
500000	28	0.1%
1200000	22	< 0.1%
300000	21	< 0.1%
7000000	20	< 0.1%
600000	19	< 0.1%
Other values (1067)	2014	4.0%
(Missing)	47695	95.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
5220	5	< 0.1%
12986	1	< 0.1%
13102	1	< 0.1%
14000	1	< 0.1%

Value	Count	Frequency (%)
732000000	1	< 0.1%
521000000	5	< 0.1%
513000000	5	< 0.1%
287000000	1	< 0.1%
268000000	1	< 0.1%

Bureau_TW_amt_live
Real number (ℝ)

Distinct	1044
Distinct (%)	50.6%
Missing	47935
Missing (%)	95.9%
Infinite	0
Infinite (%)	0.0%
Mean	94387.1201

Minimum	9990
Maximum	1550000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	9990
5-th percentile	30000
Q1	54000
median	69091
Q3	99000
95-th percentile	194988.8
Maximum	1550000
Range	1540010
Interquartile range (IQR)	45000

Descriptive statistics

Standard deviation	118748.2311
Coefficient of variation (CV)	1.258097831
Kurtosis	75.13156044
Mean	94387.1201
Median Absolute Deviation (MAD)	18592
Skewness	7.743704397
Sum	194909403
Variance	1.410114238 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	26	0.1%
60000	25	0.1%
80000	22	< 0.1%
20000	20	< 0.1%
52000	16	< 0.1%
40000	16	< 0.1%
65000	16	< 0.1%
54000	16	< 0.1%
35000	15	< 0.1%
56000	15	< 0.1%
Other values (1034)	1878	3.8%
(Missing)	47935	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9990	1	< 0.1%
12000	5	< 0.1%
13000	3	< 0.1%
14290	2	< 0.1%
15000	1	< 0.1%

Value	Count	Frequency (%)
1550000	4	< 0.1%
1400000	1	< 0.1%
1269000	2	< 0.1%
1100000	3	< 0.1%
1000000	1	< 0.1%

Bureau_UC_amt_live
Real number (ℝ)

Distinct	429
Distinct (%)	57.4%
Missing	49252
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	799478.5655

Minimum	50000
Maximum	9000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	50000
5-th percentile	129862.5
Q1	300000
median	504934.5
Q3	855769
95-th percentile	2423500
Maximum	9000000
Range	8950000
Interquartile range (IQR)	555769

Descriptive statistics

Standard deviation	984465.0667
Coefficient of variation (CV)	1.231383941
Kurtosis	24.67405462
Mean	799478.5655
Median Absolute Deviation (MAD)	254172.5
Skewness	4.137147585
Sum	598009967
Variance	9.691714676 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300000	18	< 0.1%
855769	12	< 0.1%
150000	11	< 0.1%
700000	9	< 0.1%
233321	9	< 0.1%
600000	8	< 0.1%
400000	8	< 0.1%
1000000	8	< 0.1%
170000	7	< 0.1%
200000	7	< 0.1%
Other values (419)	651	1.3%
(Missing)	49252	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50000	2	< 0.1%
55000	2	< 0.1%
61000	1	< 0.1%
65000	2	< 0.1%
68826	1	< 0.1%

Value	Count	Frequency (%)
9000000	3	< 0.1%
7917623	1	< 0.1%
4950000	1	< 0.1%
4796275	1	< 0.1%
4532500	5	< 0.1%

Bureau_unsec_amt_live
Real number (ℝ)

MISSING SKEWED

Distinct	5077
Distinct (%)	34.5%
Missing	35278
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	2192049.927

Minimum	1
Maximum	1500000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	5000
Q1	100000
median	395941
Q3	1000000
95-th percentile	4200000
Maximum	1500000000
Range	1499999999
Interquartile range (IQR)	900000

Descriptive statistics

Standard deviation	22048981.81
Coefficient of variation (CV)	10.05861297
Kurtosis	1762.510063
Mean	2192049.927
Median Absolute Deviation (MAD)	345941
Skewness	35.10120566
Sum	3.227135902 × 10¹⁰
Variance	4.861575991 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	387	0.8%
500000	303	0.6%
5000	279	0.6%
200000	253	0.5%
30000	226	0.5%
100000	221	0.4%
1000000	212	0.4%
300000	188	0.4%
500	184	0.4%
400000	172	0.3%
Other values (5067)	12297	24.6%
(Missing)	35278	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	21	< 0.1%
2	1	< 0.1%
3	2	< 0.1%
5	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
1500000000	1	< 0.1%
678000000	1	< 0.1%
534000000	5	< 0.1%
512000000	1	< 0.1%
508000000	5	< 0.1%

Bureau_sec_amt_live
Real number (ℝ)

Distinct	3850
Distinct (%)	37.7%
Missing	39799
Missing (%)	79.6%
Infinite	0
Infinite (%)	0.0%
Mean	8483748.661

Minimum	1
Maximum	898000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	1
5-th percentile	600000
Q1	1960000
median	3400000
Q3	6441810
95-th percentile	23200000
Maximum	898000000
Range	897999999
Interquartile range (IQR)	4481810

Descriptive statistics

Standard deviation	34847229.18
Coefficient of variation (CV)	4.107527293
Kurtosis	375.3989899
Mean	8483748.661
Median Absolute Deviation (MAD)	1838563
Skewness	17.57908841
Sum	8.654272009 × 10¹⁰
Variance	1.214329381 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000000	246	0.5%
2000000	164	0.3%
1500000	137	0.3%
2500000	134	0.3%
4000000	105	0.2%
1000000	98	0.2%
3500000	93	0.2%
5000000	86	0.2%
6000000	83	0.2%
7500000	73	0.1%
Other values (3840)	8982	18.0%
(Missing)	39799	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	< 0.1%
100	2	< 0.1%
200	1	< 0.1%
1000	1	< 0.1%
4859	1	< 0.1%

Value	Count	Frequency (%)
898000000	5	< 0.1%
782000000	4	< 0.1%
732000000	1	< 0.1%
553000000	5	< 0.1%
521000000	5	< 0.1%

Bureau_all_amt_live
Real number (ℝ)

MISSING SKEWED

Distinct	23478
Distinct (%)	64.2%
Missing	13450
Missing (%)	26.9%
Infinite	0
Infinite (%)	0.0%
Mean	4121672.237

Minimum	2
Maximum	1510000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	2
5-th percentile	27631.4
Q1	199671
median	773284
Q3	2858976
95-th percentile	11500000
Maximum	1510000000
Range	1509999998
Interquartile range (IQR)	2659305

Descriptive statistics

Standard deviation	30300544.41
Coefficient of variation (CV)	7.351517216
Kurtosis	1363.223309
Mean	4121672.237
Median Absolute Deviation (MAD)	694316.5
Skewness	33.13915118
Sum	1.506471203 × 10¹¹
Variance	9.181229914 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000	115	0.2%
86000	65	0.1%
200000	53	0.1%
50000	50	0.1%
100000	49	0.1%
300000	48	0.1%
250000	45	0.1%
500000	44	0.1%
25000	41	0.1%
13100000	34	0.1%
Other values (23468)	36006	72.0%
(Missing)	13450	26.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
11	2	< 0.1%

Value	Count	Frequency (%)
1510000000	1	< 0.1%
1490000000	5	< 0.1%
1330000000	1	< 0.1%
1040000000	5	< 0.1%
790000000	4	< 0.1%

avg_sa_balance_1m
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	31266
Distinct (%)	66.7%
Missing	3108
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	508225.2531

Minimum	0
Maximum	243000000
Zeros	2473
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5433.555556
median	32687.20666
Q3	185024.3161
95-th percentile	1983424.403
Maximum	243000000
Range	243000000
Interquartile range (IQR)	179590.7605

Descriptive statistics

Standard deviation	3523718.791
Coefficient of variation (CV)	6.933379972
Kurtosis	2233.806725
Mean	508225.2531
Median Absolute Deviation (MAD)	32250.97185
Skewness	38.79019486
Sum	2.383169857 × 10¹⁰
Variance	1.241659412 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2473	4.9%
1	145	0.3%
2	43	0.1%
12965.41889	34	0.1%
164060.7844	33	0.1%
49815.79444	25	0.1%
4	22	< 0.1%
130041.4822	20	< 0.1%
137712.3333	20	< 0.1%
10100000	19	< 0.1%
Other values (31256)	44058	88.1%
(Missing)	3108	6.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2473	4.9%
0.005555556	1	< 0.1%
0.037037037	2	< 0.1%
0.05	2	< 0.1%
0.07	2	< 0.1%

Value	Count	Frequency (%)
243000000	4	< 0.1%
169000000	1	< 0.1%
133000000	2	< 0.1%
102000000	3	< 0.1%
100000000	1	< 0.1%

avg_sa_balance_3m
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	31496
Distinct (%)	67.2%
Missing	3108
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	497111.9596

Minimum	0
Maximum	159000000
Zeros	2366
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7518.413941
median	38386.13271
Q3	204790.5306
95-th percentile	2022022.736
Maximum	159000000
Range	159000000
Interquartile range (IQR)	197272.1167

Descriptive statistics

Standard deviation	2701164.307
Coefficient of variation (CV)	5.433714186
Kurtosis	777.1710369
Mean	497111.9596
Median Absolute Deviation (MAD)	37521.85506
Skewness	22.52760448
Sum	2.331057401 × 10¹⁰
Variance	7.296288612 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2366	4.7%
1	112	0.2%
2	37	0.1%
37025.42482	34	0.1%
95455.664	33	0.1%
42613.96918	25	0.1%
10100000	23	< 0.1%
164278.8129	20	< 0.1%
266134.3882	20	< 0.1%
26162.91765	19	< 0.1%
Other values (31486)	44203	88.4%
(Missing)	3108	6.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2366	4.7%
0.001764706	1	< 0.1%
0.011764706	5	< 0.1%
0.023529412	3	< 0.1%
0.035294118	2	< 0.1%

Value	Count	Frequency (%)
159000000	1	< 0.1%
112000000	4	< 0.1%
94400000	1	< 0.1%
91500000	3	< 0.1%
85500000	2	< 0.1%

avg_sa_balance_6m
Real number (ℝ)

MISSING ZEROS

Distinct	31877
Distinct (%)	68.0%
Missing	3108
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	494779.6823

Minimum	0
Maximum	136000000
Zeros	1679
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1.3365
Q1	9299.675762
median	44339.34057
Q3	228442.892
95-th percentile	2043398.206
Maximum	136000000
Range	136000000
Interquartile range (IQR)	219143.2163

Descriptive statistics

Standard deviation	2404561.589
Coefficient of variation (CV)	4.859863238
Kurtosis	583.8109546
Mean	494779.6823
Median Absolute Deviation (MAD)	42935.77693
Skewness	19.3149992
Sum	2.320120886 × 10¹⁰
Variance	5.781916436 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1679	3.4%
1	100	0.2%
577687.2443	34	0.1%
0.068965517	34	0.1%
136778.2796	33	0.1%
2	31	0.1%
0.022988506	28	0.1%
31698.81914	25	0.1%
136500.1034	20	< 0.1%
0.005747126	20	< 0.1%
Other values (31867)	44888	89.8%
(Missing)	3108	6.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1679	3.4%
0.004712644	1	< 0.1%
0.005402299	1	< 0.1%
0.005747126	20	< 0.1%
0.005977011	1	< 0.1%

Value	Count	Frequency (%)
136000000	1	< 0.1%
90000000	2	< 0.1%
88600000	1	< 0.1%
66500000	3	< 0.1%
65600000	4	< 0.1%

avg_sa_balance_12m
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	32420
Distinct (%)	69.1%
Missing	3108
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	527503.0784

Minimum	0
Maximum	113000000
Zeros	988
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	30.89050829
Q1	10838.19955
median	55298.39371
Q3	281237.1243
95-th percentile	2188972.543
Maximum	113000000
Range	113000000
Interquartile range (IQR)	270398.9248

Descriptive statistics

Standard deviation	2605561.285
Coefficient of variation (CV)	4.939423847
Kurtosis	771.671715
Mean	527503.0784
Median Absolute Deviation (MAD)	53736.95907
Skewness	23.02572902
Sum	2.473567435 × 10¹⁰
Variance	6.788949608 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	988	2.0%
1	92	0.2%
1489448.266	34	0.1%
136778.2796	33	0.1%
0.513812155	30	0.1%
2	29	0.1%
17519.49881	25	0.1%
153476.5359	20	< 0.1%
289510.4753	20	< 0.1%
1.016574586	19	< 0.1%
Other values (32410)	45602	91.2%
(Missing)	3108	6.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	988	2.0%
0.011049724	5	< 0.1%
0.022038567	1	< 0.1%
0.05801105	1	< 0.1%
0.08	9	< 0.1%

Value	Count	Frequency (%)
113000000	3	< 0.1%
110000000	4	< 0.1%
107000000	1	< 0.1%
91400000	2	< 0.1%
79300000	1	< 0.1%

pctchg_curr_sa_bal_avg_sa_bal_1m
Real number (ℝ)

MISSING SKEWED ZEROS

Distinct	30948
Distinct (%)	69.8%
Missing	5667
Missing (%)	11.3%
Infinite	0
Infinite (%)	0.0%
Mean	29.72790006

Minimum	-1
Maximum	245680.5556
Zeros	757
Zeros (%)	1.5%
Negative	22487
Negative (%)	45.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.825930009
Q1	-0.332234279
median	-0.002082588
Q3	0.304482789
95-th percentile	4.179775112
Maximum	245680.5556
Range	245681.5556
Interquartile range (IQR)	0.636717068

Descriptive statistics

Standard deviation	1887.02075
Coefficient of variation (CV)	63.47642269
Kurtosis	13367.60071
Mean	29.72790006
Median Absolute Deviation (MAD)	0.32248091
Skewness	108.9881541
Sum	1317926.993
Variance	3560847.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	757	1.5%
-1	58	0.1%
-0.476062942	34	0.1%
1.317087839	33	0.1%
0.068267752	25	0.1%
-0.37172675	20	< 0.1%
-0.642494611	20	< 0.1%
0.003292122	19	< 0.1%
0.074074074	18	< 0.1%
-1.39 × 10^-16	18	< 0.1%
Other values (30938)	43331	86.7%
(Missing)	5667	11.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	58	0.1%
-0.999900467	1	< 0.1%
-0.999790731	1	< 0.1%
-0.999769654	1	< 0.1%
-0.999746436	1	< 0.1%

Value	Count	Frequency (%)
245680.5556	2	< 0.1%
93443.44444	1	< 0.1%
92830.53333	1	< 0.1%
75327.25543	2	< 0.1%
56374.40777	1	< 0.1%

pctchg_curr_sa_bal_avg_sa_bal_3m
Real number (ℝ)

MISSING SKEWED

Distinct	30680
Distinct (%)	69.4%
Missing	5808
Missing (%)	11.6%
Infinite	0
Infinite (%)	0.0%
Mean	577.7793082

Minimum	-1
Maximum	8859915.351
Zeros	460
Zeros (%)	0.9%
Negative	23285
Negative (%)	46.6%
Memory size	390.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.8881301643
Q1	-0.426054083
median	-0.0289204655
Q3	0.430959657
95-th percentile	4.476672642
Maximum	8859915.351
Range	8859916.351
Interquartile range (IQR)	0.85701374

Descriptive statistics

Standard deviation	60381.76369
Coefficient of variation (CV)	104.5066219
Kurtosis	20790.76119
Mean	577.7793082
Median Absolute Deviation (MAD)	0.41691973
Skewness	142.5027904
Sum	25533223.19
Variance	3645957386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	687	1.4%
0	460	0.9%
-0.966157455	34	0.1%
-0.508869273	33	0.1%
1.003078554	25	0.1%
0.493852862	20	< 0.1%
-0.217869822	20	< 0.1%
0.003520403	19	< 0.1%
-0.483231694	14	< 0.1%
0.517520217	14	< 0.1%
Other values (30670)	42866	85.7%
(Missing)	5808	11.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	687	1.4%
-0.999994521	1	< 0.1%
-0.999993291	2	< 0.1%
-0.99998816	2	< 0.1%
-0.999975741	1	< 0.1%

Value	Count	Frequency (%)
8859915.351	1	< 0.1%
8818411.381	1	< 0.1%
1579961.933	1	< 0.1%
912017.8	1	< 0.1%
492674.2781	3	< 0.1%

pctchg_curr_sa_bal_avg_sa_bal_6m
Real number (ℝ)

MISSING SKEWED

Distinct	29653
Distinct (%)	69.3%
Missing	7201
Missing (%)	14.4%
Infinite	0
Infinite (%)	0.0%
Mean	85.75323995

Minimum	-1
Maximum	1072937.649
Zeros	339
Zeros (%)	0.7%
Negative	23058
Negative (%)	46.1%
Memory size	390.8 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.9401736246
Q1	-0.523275142
median	-0.065638085
Q3	0.502561828
95-th percentile	5.404803802
Maximum	1072937.649
Range	1072938.649
Interquartile range (IQR)	1.02583697

Descriptive statistics

Standard deviation	7522.945017
Coefficient of variation (CV)	87.72782254
Kurtosis	19352.29487
Mean	85.75323995
Median Absolute Deviation (MAD)	0.490425777
Skewness	136.5094811
Sum	3670152.916
Variance	56594701.72
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	687	1.4%
0	339	0.7%
-0.977011494	101	0.2%
-0.982758621	38	0.1%
-0.757614051	34	0.1%
-0.925287356	30	0.1%
6.085143452	25	0.1%
-0.936781609	22	< 0.1%
0.075860695	20	< 0.1%
-0.931034483	20	< 0.1%
Other values (29643)	41483	83.0%
(Missing)	7201	14.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	687	1.4%
-0.999999992	1	< 0.1%
-0.99999981	1	< 0.1%
-0.999999788	1	< 0.1%
-0.999999686	2	< 0.1%

Value	Count	Frequency (%)
1072937.649	2	< 0.1%
223312.6437	1	< 0.1%
145207.28	1	< 0.1%
104665.5025	1	< 0.1%
92238.56979	1	< 0.1%

product
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Affluent_Card	21223
Youth_Card	12824
Mass_Card	9604
HNI_Card	6349

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Affluent_Card
2nd row	Mass_Card
3rd row	Mass_Card
4th row	Mass_Card
5th row	Mass_Card

Common Values

Value	Count	Frequency (%)
Affluent_Card	21223	42.4%
Youth_Card	12824	25.6%
Mass_Card	9604	19.2%
HNI_Card	6349	12.7%

Overview

Variables

Common Values

Common Values

Common Values

Common Values (Plot)